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 proteogenomic path towards biomarker discovery.

  PMID 18764911 · PMC2574627 · Pediatric transplantation · 2008 · 8 claims · 8 setups

  Full-text index only

  Serum creatinine is a widely used but non-ideal biomarker for renal transplant monitoring because it lacks specificity and sensitivity for graft injury

  renal urine breast chronic microarray immunoassay gel

• Systems biology in human health and disease.

  PMID 17893698 · PMC2013921 · Molecular systems biology · 2007 · 8 claims · 5 setups

  Full-text index only

  High-throughput quantitative proteomics of signaling networks (e.g., HER2 overexpression) can be correlated with biological responses like proliferation and migration to better understand pathways deregulated in cancer.

  her2 biological prostate model quantitative combinatorial genome-wide

• Prediction and assessment of splicing alterations: implications for clinical testing.

  PMID 18951448 · PMC2832470 · Human mutation · 2008 · 8 claims · 5 setups

  Full-text index only

  Bioinformatic prediction alone is insufficient; in vitro analysis is needed to confirm or establish splicing aberrations for clinical variant classification

  brca1 lymphocytes mammalian large bioinformatic cycloheximide mini-gene

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• A novel GJA8 mutation (p.I31T) causing autosomal dominant congenital cataract in a Chinese family.

  PMID 20019893 · PMC2794658 · Molecular vision · 2009 · 7 claims · 7 setups

  Full-text index only

  A novel missense mutation c.92T>C (p.I31T) in GJA8 causes autosomal dominant congenital nuclear cataract in this Chinese family

  family genomic unrelated gja8 clinical microsatellite sequencing

• The COMBAT-TB Workbench: Making Powerful Mycobacterium tuberculosis Bioinformatics Accessible.

  PMID 35138128 · PMC8827006 · mSphere · 2022 · 8 claims · 5 setups

  Has reproduction · 90

  The COMBAT-TB Workbench combines the IRIDA web platform and the Galaxy workflow platform into a single easy-to-install, Docker-based application

  tuberculosis outlier whole-genome maximum-likelihood read

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome

• Novel GPR143 mutations and clinical characteristics in six Chinese families with X-linked ocular albinism.

  PMID 18978956 · PMC2576482 · Molecular vision · 2008 · 7 claims · 6 setups

  Full-text index only

  Mutations in GPR143 were identified in each of six Chinese OA1 families, comprising five novel mutations and one previously known mutation (c.353G>A).

  genomic oa1 one gpr143 pcr heteroduplex junction-fragment

• Genotypic analysis of two hypervariable human cytomegalovirus genes.

  PMID 18649324 · PMC2658010 · Journal of medical virology · 2008 · 8 claims · 8 setups

  Full-text index only

  UL146 sequences from 184 samples fall into the same 14 genotypes (G1-G14) previously defined, with no new genotypes found.

  hcmv clinical pcr ul146 pcr nested molecular

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

  Full-text index only

  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 8 claims · 2 setups

  Has reproduction · 92

  hEFS integrates data subsampling with multiple (nine) survival prediction models, combining embedded and wrapper-based feature selection strategies

  pancreatic pdac multi-omics gene

• Expanding the clinical spectrum of COL2A1 related disorders by a mass like phenotype.

  PMID 35296718 · PMC8927422 · Scientific reports · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  Four FBN1-negative patients from three families with a MASS-like phenotype carry likely pathogenic or uncertain-significance missense variants in the propeptide-coding regions of COL2A1

  blood-derived four patients col2a1 targeted clinical transthoracic

• Public health genomics approach to type 2 diabetes.

  PMID 18971439 · PMC2570384 · Diabetes · 2008 · 7 claims · 3 setups

  Full-text index only

  Combining GWAS-discovered genetic variants provides only weak predictive ability for type 2 diabetes and adds little beyond established clinical risk factors (age, sex, BMI).

  population-based white genetic genotyping systematic

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically varying clinical outcomes and biological characteristics

  meta-geo tcga-blca bca genomics unsupervised lasso weighted

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• 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