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).

• 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 · 8 setups

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

  PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups

  Has reproduction · 89

  miRge 2.0 introduces a novel SVM-based miRNA detection method using both hairpin structure and isomiR composition, yielding higher specificity for miRNA identification

  pooled colon datasets small a-to-i novel

• 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

• A statistical approach designed for finding mathematically defined repeats in shotgun data and determining the length distribution of clone-inserts.

  PMID 15626332 · PMC5172250 · Genomics, proteomics & bioinformatics · 2003 · 8 claims · 6 setups

  Full-text index only

  Repeats of different copy number have distinct probabilities of appearance in shotgun data, which can be modeled statistically to define recognition thresholds (MDRs) at different shotgun coverages.

  simulated same repeat whole-genome genome

• Improved mutation tagging with gene identifiers applied to membrane protein stability prediction.

  PMID 19758467 · PMC2745585 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  MutationTagger achieves 87% F-measure for the mutation retrieval task on a benchmark dataset

  pubmed uniprot five mutation gene sequence

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 7 claims · 4 setups

  Has reproduction · 32

  A panel of 22 genetic features with Naïve Bayes can predict whether lung adenocarcinoma patient survival time is >3 years (accuracy=75%, AUC=0.81).

  tcga-luad geo bulk expression methylation

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 8 setups

  Has reproduction · 42

  CanCellCap, a multi-domain learning framework integrating domain adversarial learning and Mixture of Experts, identifies cancer cells across all tissues, cancers, and sequencing platforms by extracting tissue-common and tissue-specific gene expression patterns.

  testing datasets tisch2 prostate scrna-seq simulated spatial

• 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 · 7 claims · 8 setups

  Has reproduction · 71

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

  bca meta-geo tcga-blca tcga bulk rna-seq somatic

• Interaction profile-based protein classification of death domain.

  PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups

  Full-text index only

  An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy

  homology-modeled death homology putative rigid-body homology model

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.

  tcga-hnscc gse65858 hpv-positive tcga bulk microarray qrt-pcr

• iCOMIC: a graphical interface-driven bioinformatics pipeline for analyzing cancer omics data.

  PMID 35899080 · PMC9310080 · NAR genomics and bioinformatics · 2022 · 8 claims · 4 setups

  Has reproduction · 58

  iCOMIC provides a GUI-driven, Snakemake-based pipeline integrating multiple tools for DNA-Seq and RNA-Seq analysis with minimal command-line interaction.

  giab monocyte missense somatic germline rna-seq machine

• Protein ranking by semi-supervised network propagation.

  PMID 16723003 · PMC1810311 · BMC bioinformatics · 2006 · 8 claims · 5 setups

  Full-text index only

  RankProp, a diffusion-based network propagation algorithm on a PSI-BLAST-derived protein similarity network, significantly outperforms local search methods (BLAST/PSI-BLAST) at detecting remote homologs.

  scop similarity same psi-blast rankprop probabilistic

• Ensembl 2005.

  PMID 15608235 · PMC540092 · Nucleic acids research · 2005 · 8 claims · 4 setups

  Full-text index only

  Ensembl's automatic gene build system can flexibly and reliably annotate a wide variety of genomes with limited species-specific evidence.

  chicken genomes vertebrate annotated experimental gene pairwise

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• Asthma investigators begin to reap the fruits of genomics.

  PMID 14611649 · PMC329104 · Genome biology · 2003 · 7 claims · 8 setups

  Full-text index only

  Microarray profiling of animal models of allergic asthma can identify novel differentially expressed candidate genes involved in inflammation and airway remodeling.

  monkey models lung inbred cdna oligonucleotide northern

• Improving recombinant protein production by yeast through genome-scale modeling using proteome constraints.

  PMID 35624178 · PMC9142503 · Nature communications · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  pcSecYeast, a proteome-constrained genome-scale model integrating metabolism, translation, and detailed secretory pathway processing (translocation, PTMs, folding, misfolding, degradation), was constructed for S. cerevisiae

  cerevisiae genome-scale unit expression

• 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

• 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

• Conservation and losses of non-coding RNAs in avian genomes.

  PMID 25822729 · PMC4378963 · PloS one · 2015 · 8 claims · 6 setups

  Has reproduction · 100

  34 lncRNA-associated loci are conserved between birds and mammals, and 12 of these were validated in chicken by RNA-seq.

  avian bird chicken covariance-model trna mirna

• Chemical reversible crosslinking enables measurement of RNA 3D distances and alternative conformations in cells.

  PMID 35177610 · PMC8854666 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction · 84

  SHARC uses chemical crosslinkers of defined lengths to measure distances between nucleotides in cellular RNA

  model dipicolinic hek293t 28s crosslinking nmr crosslink