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).

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• 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

• 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

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• 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 · 4 setups

  Has reproduction · 76

  DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities

  prostate global gene metabolomic computational

• Haplotype analysis of common variants in the BRCA1 gene and risk of sporadic breast cancer.

  PMID 15743496 · PMC1064127 · Breast cancer research : BCR · 2005 · 7 claims · 5 setups

  Full-text index only

  A common BRCA1 haplotype (haplotype 2, C A G G) is associated with a modest increase in sporadic breast cancer risk

  individuals nested same nurses whole-gene snp statistical

• Exploration of the omics evidence landscape: adding qualitative labels to predicted protein-protein interactions.

  PMID 17880677 · PMC2375035 · Genome biology · 2007 · 7 claims · 8 setups

  Full-text index only

  Combining pairs of omics evidence types into two-dimensional 'evidence landscapes' allows regions to be identified that specifically and purely predict either physical or metabolic protein interactions

  saccharomyces correlated chip-chip gene

• Size matters: just how big is BIG?: Quantifying realistic sample size requirements for human genome epidemiology.

  PMID 18676414 · PMC2639365 · International journal of epidemiology · 2009 · 7 claims · 2 setups

  Full-text index only

  Conventional power calculations for case-control studies disregard analytic complexity (e.g. clinical assessment errors, unmeasured aetiological determinants) and can seriously underestimate true sample size requirements

  simulated simulation-based simulated

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• Association between the ACCN1 gene and multiple sclerosis in Central East Sardinia.

  PMID 17534430 · PMC1868958 · PloS one · 2007 · 8 claims · 6 setups

  Full-text index only

  Microsatellite D17S798 in the 17q11.2 region shows significant association with MS

  nuclear accn1 genetic genotype microsatellite direct snp

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

• Spotted-fever group Rickettsia in Dermacentor variabilis, Maryland.

  PMID 15496254 · PMC3320417 · Emerging infectious diseases · 2004 · 8 claims · 6 setups

  Full-text index only

  SFG Rickettsia infection prevalence in Maryland D. variabilis was 3.8% (15/392)

  dermacentor tick-derived glta field pcr single sequencing

• Single nucleotide polymorphisms of the APC gene and colorectal cancer risk: a case-control study in Taiwan.

  PMID 16569251 · PMC1488868 · BMC cancer · 2006 · 7 claims · 4 setups

  Full-text index only

  Three novel APC germline mutations were identified in Taiwanese subjects: a frameshift deletion at codon 460 (g.1378delG), and two missense substitutions p.V1125A and p.S1126R

  genomic taiwanese dhplc pcr sanger

• Identification of novel markers for liver fibrosis in HIV/hepatitis C virus coinfected individuals using genomics-based approach.

  PMID 18614866 · PMC2654216 · AIDS (London, England) · 2008 · 8 claims · 6 setups

  Full-text index only

  An 8-marker model combining six serum markers, age, and ART experience predicts liver fibrosis stage with an AUROC of 0.904.

  pbmcs liver serum blood microarray liver serum

• Tissue plasminogen activator and plasminogen activator inhibitor type 1 gene polymorphism in patients with gastric ulcer complicated with bleeding.

  PMID 12589088 · PMC3054991 · Journal of Korean medical science · 2003 · 6 claims · 5 setups

  Full-text index only

  The t-PA I/D or D/D genotype is significantly associated with duodenal (vs gastric) ulcer location

  genomic randomly patients endoscopic allele-specific pcr logistic

• Association of Escherichia coli O157:H7 tir polymorphisms with human infection.

  PMID 17718910 · PMC2063500 · BMC infectious diseases · 2007 · 8 claims · 6 setups

  Full-text index only

  tir polymorphisms 255 T>A and RR1-RU3 (presence/absence) associate strongly with human vs bovine isolate source

  stec pcr multiplex elisa

• A genomic pathway approach to a complex disease: axon guidance and Parkinson disease.

  PMID 17571925 · PMC1904362 · PLoS genetics · 2007 · 8 claims · 5 setups

  Full-text index only

  A genomic pathway approach using axon-guidance pathway SNPs strongly predicts PD susceptibility, survival free of PD, and age at onset of PD

  cases patients postmortem whole-genome cox linear

• A single cell characterisation of human embryogenesis identifies pluripotency transitions and putative anterior hypoblast centre.

  PMID 34140473 · PMC8211662 · Nature communications · 2021 · 7 claims · 4 setups

  Has reproduction · 90

  The embryonic epiblast progressively transitions from a naïve to a primed pluripotent state as it develops from pre- to post-implantation.

  embryo single-cell logistic immunofluorescence