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).

• 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

• The Vertebrate Genome Annotation (Vega) database.

  PMID 15608237 · PMC540089 · Nucleic acids research · 2005 · 8 claims · 8 setups

  Full-text index only

  Vega is a community database for browsing manual annotation of finished vertebrate genome sequences, based on an extended Ensembl-style schema.

  chromosomes genomic manual sequence initio

• 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

• Population structure analysis of Salmonella serovar Muenchen to redefine geno-serotyping using genome indexing approaches.

  PMID 41743541 · PMC12929376 · Frontiers in microbiology · 2025 · 6 claims · 6 setups

  Has reproduction · 54

  Integrating genome-indexing (bettercallsal, DNA sketching + genome proximity) with SeqSero2 yields complementary serovar calls that improve discrimination of genomically distinct but antigenically similar serovars while retaining historical nomenclature

  salmonella megahit-assembled genome genome-indexing in-silico cgmlst

• The DAVID Gene Functional Classification Tool: a novel biological module-centric algorithm to functionally analyze large gene lists.

  PMID 17784955 · PMC2375021 · Genome biology · 2007 · 8 claims · 6 setups

  Full-text index only

  Gene-gene functional similarity can be measured using kappa statistics applied to a binary gene-annotation-term matrix built from 14 annotation categories.

  genome protein-protein genes artificial kappa clustering gene

• Evaluation of classification and forecasting methods on time series gene expression data.

  PMID 33156855 · PMC7647064 · PloS one · 2020 · 6 claims · 3 setups

  Has reproduction · 74

  Deep learning based methods generally outperform traditional approaches for time series gene expression classification

  five gene microarray time

• 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

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• 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

• Comparative transcriptome analysis of tomato (Solanum lycopersicum) in response to exogenous abscisic acid.

  PMID 24289302 · PMC4046761 · BMC genomics · 2013 · 8 claims · 7 setups

  Has reproduction · 63

  Exogenous ABA alters the expression of a majority (54.73%) of expressed tomato leaf transcripts, with 2,787 significantly differentially expressed genes, predominantly up-regulated.

  tomato assembled illumina read functional

• Inherited disorder phenotypes: controlled annotation and statistical analysis for knowledge mining from gene lists.

  PMID 16351744 · PMC1866390 · BMC bioinformatics · 2005 · 5 claims · 3 setups

  Full-text index only

  OMIM Clinical Synopsis free-text phenotype and location names can be normalized and hierarchically structured into a controlled vocabulary suitable for computational analysis

  omim gene text statistical gene

• Widespread ultraconservation divergence in primates.

  PMID 18492662 · PMC2464743 · Molecular biology and evolution · 2008 · 8 claims · 4 setups

  Full-text index only

  The number of UCEs has decreased throughout primate evolution, from ~1,000 in ancestral primates to 635 in modern humans.

  hg18 genome genes computed comparative snp gene

• SilkDB v2.0: a platform for silkworm (Bombyx mori ) genome biology.

  PMID 19793867 · PMC2808975 · Nucleic acids research · 2010 · 8 claims · 8 setups

  Full-text index only

  A new 8.5x-coverage silkworm genome assembly with N50 scaffold size of ~3.7 Mb over a 432 Mb genome represents a significant quality improvement over the prior draft.

  bombyx whole-genome snp novo

• Charting and probing the activity of ADARs in human development and cell-fate specification.

  PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 7 setups

  Has reproduction · 100

  RNA editing (AEI) and ADAR enzyme expression follow tissue-specific temporal dynamics across human organs from fetal to adult stages, with ADARB1 dynamics tracking AEI increase in hindbrain development.

  organs bulk 8-week 8–10-week bulk site-specific single-cell

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Why an integrated view of gene expression studies on hematopoiesis in mouse aging is better than the sum of their parts.

  PMID 38627103 · PMC11586588 · FEBS letters · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  Combining differentially expressed (DE) gene lists from multiple publications into a unified 'aging list' (AL) with citation counts, and deriving a shorter high-confidence 'aging signature' (AS, genes cited in >3 publications, ~200 genes), produces a more reliable and consistent picture of hematopoietic aging than any single study.

  hematopoietic compiled gene bulk single-cell

• Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.

  PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity

  breast early-stage diffuse dlbcl gene

• Emerging translational bioinformatics: knowledge-guided biomarker identification for cancer diagnostics.

  PMID 19964620 · PMC5003034 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 8 claims · 3 setups

  Full-text index only

  omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem

  renal microarray qrt-pcr computational

• Molecular tumor profiling: translating genomic insights into clinical advances.

  PMID 15287965 · PMC507868 · Genome biology · 2004 · 8 claims · 8 setups

  Full-text index only

  Gene-expression profiling can distinguish BRCA1- and BRCA2-linked breast tumors from sporadic breast tumors with similar hormone-receptor status

  breast ovarian panel tumor gene-expression candidate-gene large-scale