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).

• 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

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

  Full-text index only

  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.

  PMID 19801557 · PMC2780952 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2009 · 6 claims · 3 setups

  Full-text index only

  An SVM trained on 69 binary features of known PID genes can accurately classify PID vs non-PID genes and predict novel candidate PID genes

  genome training svm support leave-one-out sensitivity

• Online Learning for Wearable EEG-Based Emotion Classification.

  PMID 36904590 · PMC10007607 · Sensors (Basel, Switzerland) · 2023 · 6 claims · 5 setups

  Has reproduction

  A lightweight online-learning pipeline trains subject-specific binary classifiers for Valence and Arousal from a streaming EEG source in real-time.

  amigos iii participants eeg-based behavioral

• Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.

  PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups

  Full-text index only

  ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.

  blood baseline-corrected 953-dimensional training seldi-tof wavelet ant

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• An experimental loop design for the detection of constitutional chromosomal aberrations by array CGH.

  PMID 19925645 · PMC2791104 · BMC bioinformatics · 2009 · 7 claims · 3 setups

  Full-text index only

  The loop design compares three patients pairwise across three hybridizations instead of each patient against a normal reference, using all arrays for informative test samples and avoiding ambiguity from benign CNVs in a reference sample.

  genomic e.g array karyotyping fish

• Positive natural selection in the evolution of human metapneumovirus attachment glycoprotein.

  PMID 17931731 · PMC7114232 · Virus research · 2008 · 7 claims · 5 setups

  Full-text index only

  8 amino acid sites in the extracellular domain of hMPV lineage 1a show a higher rate of nonsynonymous than synonymous substitutions (posterior probability >0.95), indicating positive selection.

  unique hmpv sequence neighbor-joining codon

• Mitochondrial diversity within modern human populations.

  PMID 17439969 · PMC1888801 · Nucleic acids research · 2007 · 8 claims · 5 setups

  Full-text index only

  Modern humans show extremely low divergence from the mitochondrial consensus sequence, differing on average by only 21.6 nucleotide sites

  full-length mitochondrial mtdna additional sequence site-by-site regional

• LIMPIC: a computational method for the separation of protein MALDI-TOF-MS signals from noise.

  PMID 17386085 · PMC1847688 · BMC bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  LIMPIC is a computational method for detecting protein peaks from linear-mode MALDI-TOF-MS data using background noise reduction and baseline removal followed by non-uniform threshold peak detection and multi-spectra detection-rate classification.

  in-vitro plasma maldi-tof signal baseline

• SNAP predicts effect of mutations on protein function.

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

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

  mutant insulin neural alanine mutation

• 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

• Genomic divergences among cattle, dog and human estimated from large-scale alignments of genomic sequences.

  PMID 16759380 · PMC1525190 · BMC genomics · 2006 · 8 claims · 6 setups

  Full-text index only

  Overall pairwise genomic divergences among cattle, dog and human are relatively constant (0.32–0.37 change/site)

  orthologous random cattle aligned three-way pairwise bac

• ARED 3.0: the large and diverse AU-rich transcriptome.

  PMID 16381826 · PMC1347415 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  ARED 3.0 computationally mapped more than 4000 ARE-mRNAs to the human genome, representing 5-8% of human genes.

  records est est-derived combined computational est sequence

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• Prediction by graph theoretic measures of structural effects in proteins arising from non-synonymous single nucleotide polymorphisms.

  PMID 18654622 · PMC2447880 · PLoS computational biology · 2008 · 8 claims · 5 setups

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  Bongo identifies mutations causing local and global structural effects with a remarkably low false positive rate

  p53 1bpi mutations disease-associated graph correlation structural

• Deducing topology of protein-protein interaction networks from experimentally measured sub-networks.

  PMID 18598366 · PMC2474618 · BMC bioinformatics · 2008 · 7 claims · 6 setups

  Full-text index only

  Experimentally measured protein-protein interaction sub-networks are not random samples of their parent networks.

  yeast drosophila networks dppi reanalysis computer repeated

• The other side of comparative genomics: genes with no orthologs between the cow and other mammalian species.

  PMID 20003425 · PMC2808326 · BMC genomics · 2009 · 7 claims · 4 setups

  Full-text index only

  3,801 bovine genes have no orthologs in human, mouse and dog, and 1,010 human genes have no orthologs in cow despite having orthologs in mouse and dog

  bovine cow coding blast-based ensembl gene

• Metagenomic study of the oral microbiota by Illumina high-throughput sequencing.

  PMID 19796657 · PMC3568755 · Journal of microbiological methods · 2009 · 8 claims · 6 setups

  Full-text index only

  The 16S rRNA V5 hypervariable region, amplified as a short ~82-base segment, provides reliable taxonomic identification of oral bacteria against public databases like HOMD.

  pooled 16s sequenced topo 16s primer taxonomic