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).

• 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

• An accurate method for identifying recent recombinants from unaligned sequences.

  PMID 35025988 · PMC8963311 · Bioinformatics (Oxford, England) · 2022 · 8 claims · 4 setups

  Has reproduction · 84

  A novel algorithm combining the JHMM (Zilversmit et al. 2013) mosaic representation with a distance-based triple comparison can identify recombinant sequences and their parents from unaligned, gene-length sequences without a reference panel.

  simulated dblα coalescent comparative recombinant

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• 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

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  A network-based meta-analysis of 27 discovery cohorts identified a common 45-gene signature specific to active TB disease across studies.

  blood aggregated 45-gene independent bulk network-based gene

• 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

• Diversity of the parB and repA genes of the Burkholderia cepacia complex and their utility for rapid identification of Burkholderia cenocepacia.

  PMID 18328098 · PMC2324101 · BMC microbiology · 2008 · 8 claims · 7 setups

  Full-text index only

  repA sequences show distinct clustering of B. cenocepacia relative to other Bcc species, enabling design of a species-specific multiplex PCR

  burkholderia six bcc panel pcr phylogenetic multilocus

• 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

• Diagnostic proteomics: serum proteomic patterns for the detection of early stage cancers.

  PMID 15258335 · PMC3851082 · Disease markers · 2003 · 8 claims · 8 setups

  Full-text index only

  Proteomic pattern analysis of serum mass spectra, without identifying the underlying proteins, can distinguish cancer patients from healthy controls with high sensitivity and specificity.

  serum frozen ig-depleted clinical seldi-tof maldi lc-ms

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Exhaustive prediction of disease susceptibility to coding base changes in the human genome.

  PMID 18793467 · PMC2537574 · BMC bioinformatics · 2008 · 8 claims · 7 setups

  Full-text index only

  Inter-species conservation is the strongest single predictor of disease-associated coding mutations among the factors tested.

  hgmd refseq aligned svm svm reciprocal inter-species

• Design and analysis issues in genome-wide somatic mutation studies of cancer.

  PMID 18692126 · PMC2820387 · Genomics · 2009 · 6 claims · 4 setups

  Full-text index only

  Two-stage (discovery + validation) sequencing designs efficiently allocate resources and can produce highly informative candidate driver gene lists even with relatively small sample sizes.

  hypothetical panel colorectal germline simulation targeted genome-wide

• 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

• 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

• 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

• Putting proteins in one place.

  PMID 12790144 · PMC1316915 · Environmental health perspectives · 2003 · 8 claims · 7 setups

  Full-text index only

  Rapamycin inhibits TOR, causing the silencing protein Sir3 to detach from chromatin at stress-response genes, triggering a coordinated multigene stress response that halts cancer cell proliferation

  saccharomyces yeast vascular skin chemical chromatin microarray

• Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing.

  PMID 31443728 · PMC6708158 · Genome medicine · 2019 · 6 claims · 8 setups

  Has reproduction · 68

  A near-perfect chronological age predictor can in principle be developed from DNA methylation when training sample size is sufficiently large.

  blood unrelated sgpd lbc1921 methylation reml permutation

• Development of a fluorescent multiplex assay for detection of MSI-High tumors.

  PMID 15528789 · PMC3839403 · Disease markers · 2004 · 8 claims · 7 setups

  Full-text index only

  Mononucleotide markers are the most sensitive and specific microsatellite marker type for detecting MSI-H tumors with MMR defects

  colorectal blood healthy non-msi-h microsatellite fluorescent immunohistochemistry

• Reference based annotation with GeneMapper.

  PMID 16600017 · PMC1557983 · Genome biology · 2006 · 7 claims · 6 setups

  Full-text index only

  GeneMapper transfers reference gene annotations to target genomes with higher accuracy than GeneWise and Projector

  orthologous human-mouse chicken encode reference-based multi-species reciprocal

• CONTRAST: a discriminative, phylogeny-free approach to multiple informant de novo gene prediction.

  PMID 18096039 · PMC2246271 · Genome biology · 2007 · 8 claims · 5 setups

  Full-text index only

  CONTRAST predicts exact coding region structures for 65% more human genes than the previous state-of-the-art de novo predictor (N-SCAN)

  genome sequence drosophila novo gene coding