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).

• Identification of diagnostic markers for tuberculosis by proteomic fingerprinting of serum.

  PMID 16980117 · PMC7159276 · Lancet (London, England) · 2006 · 8 claims · 5 setups

  Full-text index only

  An SVM classifier trained on serum proteomic profiles discriminated patients with active tuberculosis from controls with clinically overlapping conditions

  serum computational kda spin-column seldi-tof supervised peptide

• Usefulness of cancer-testis antigens as biomarkers for the diagnosis and treatment of hepatocellular carcinoma.

  PMID 17244360 · PMC1797003 · Journal of translational medicine · 2007 · 8 claims · 8 setups

  Full-text index only

  HCC is a highly heterogeneous, non-linear disease driven by complex, multi-stage genetic and environmental alterations

  hcc serum sera peripheral serum expression enzyme

• 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

• 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

• Detection of venous thromboembolism by proteomic serum biomarkers.

  PMID 17579716 · PMC1891085 · PloS one · 2007 · 5 claims · 8 setups

  Full-text index only

  A neural network-based classifier built from direct MALDI-TOF MS serum protein expression profiles can diagnose VTE with sensitivity/specificity that exceeds D-dimer assays

  serum anova-selected citrated depleted direct artificial d-dimer

• DNA methylation analysis by digital bisulfite genomic sequencing and digital MethyLight.

  PMID 18628296 · PMC2504308 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  Digital PCR compartmentalizes individual bisulfite-converted DNA template molecules into separate wells, enabling single-molecule DNA methylation analysis

  fresh-frozen same sssi-methylated mixture digital conventional classic

• Development of proteomic patterns for detecting lung cancer.

  PMID 14757945 · PMC3851077 · Disease markers · 2003 · 8 claims · 3 setups

  Full-text index only

  A decision tree classification algorithm built on three serum protein mass peaks (8122Da, 1452Da, 1610Da) can discriminate lung cancer patients from healthy controls

  serum pooled seldi-tof-ms decision reproducibility

• Limitations in SELDI-TOF MS whole serum proteomic profiling with IMAC surface to specifically detect colorectal cancer.

  PMID 19689818 · PMC2743709 · BMC cancer · 2009 · 7 claims · 3 setups

  Full-text index only

  The previously reported classifier (m/z 8,132 and 4,002) failed to discriminate CRC patients from healthy volunteers in this independent validation cohort

  serum pooled seldi-tof comparative decision

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• 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

• Proteomics as a method for early detection of cancer: a review of proteomics, exhaled breath condensate, and lung cancer screening.

  PMID 18095050 · PMC2150625 · Journal of general internal medicine · 2008 · 8 claims · 7 setups

  Full-text index only

  Protein expression is closely aligned with cellular activity, unlike genomic changes which may have no functional significance

  serum resected plasma lower microarray two-dimensional proteomic

• Construction and use of spotted large-insert clone DNA microarrays for the detection of genomic copy number changes.

  PMID 17406619 · PMC2688820 · Nature protocols · 2007 · 8 claims · 7 setups

  Full-text index only

  Combining three human-optimized DOP-PCR primers before a secondary amino-labeled PCR increases array hybridization sensitivity and reproducibility sixfold compared to the standard 6MW DOP-PCR primer

  large-insert patients test genomic array-cgh manual automated

• RADAR: differential analysis of MeRIP-seq data with a random effect model.

  PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups

  Has reproduction · 10

  RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.

  simulated fallopian pancreatic liver merip-seq m6a-merip-seq pca

• Personalized medicine: the future is not what it used to be.

  PMID 19958922 · PMC2844719 · Surgery · 2009 · 8 claims · 8 setups

  Full-text index only

  Many rare tumors harbor a genomic Achilles heel that can be exploited for targeted therapy

  sw13 h295r drosophila acc drug synthetic gene

• Discovery and identification of potential biomarkers of papillary thyroid carcinoma.

  PMID 19785722 · PMC2761863 · Molecular cancer · 2009 · 8 claims · 7 setups

  Full-text index only

  A 3-peak (m/z 9190, 6631, 8697 Da) SVM classification model discriminates PTC from non-cancer controls with high sensitivity and specificity

  serum hplc-purified trypsin-digested crude seldi-tof-ms solid-phase maldi-tof-ms

• A comparison of classification methods for predicting Chronic Fatigue Syndrome based on genetic data.

  PMID 19772600 · PMC2765429 · Journal of translational medicine · 2009 · 7 claims · 3 setups

  Full-text index only

  The naive Bayes model with the wrapper-based feature selection approach performed best among all predictive models tested for distinguishing CFS from controls.

  subjects naive svm c4.5

• Assessment of serum proteomics to detect large colon adenomas.

  PMID 18708413 · PMC2561171 · Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2008 · 7 claims · 1 setups

  Full-text index only

  In the primary, pre-specified blinded validation analysis, the serum proteomics (ProteomeQuest) model showed no significant discrimination between large adenoma and normal subjects (accuracy 51%).

  serum serum

• Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.

  PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 85

  Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.

  endometrium integrated robust ppi microarray robust gene

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus