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).
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Proteomics: characterizing the cogs in the machinery of life.
PMID 14630521 · PMC1241753 · Environmental health perspectives · 2003 · 8 claims · 5 setups
Protein expression patterns in blood serum, detected via SELDI-TOF mass spectrometry and analyzed with a genetic algorithm, can distinguish ovarian cancer patients from healthy individuals with very high sensitivity and specificity.
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On consensus biomarker selection.
PMID 17570864 · PMC1892093 · BMC bioinformatics · 2007 · 7 claims · 2 setups
Four popular feature ranking criteria (t-statistic, mutual information, peak probability contrasts, random forest variable importance) produce different rankings of the same features on the same dataset.
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Shotgun proteomics and biomarker discovery.
PMID 12364816 · PMC3851423 · Disease markers · 2002 · 8 claims · 7 setups
Shotgun (LC/LC-MS/MS, e.g. MudPIT) proteomic approaches show advantages over gel-based techniques in speed, sensitivity, scope of analysis, and dynamic range.
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Proteomic profiling in ovarian cancer.
PMID 19955909 · PMC7319026 · International journal of gynecological cancer : official journal of the International Gynecological Cancer Society · 2009 · 8 claims · 6 setups
No validated or cost-efficient screening program exists for ovarian cancer; physical exam, CA125, and transvaginal ultrasound lack sufficient sensitivity/specificity for early-stage detection.
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Logical Analysis of Data (LAD) model for the early diagnosis of acute ischemic stroke.
PMID 18616825 · PMC2492849 · BMC medical informatics and decision making · 2008 · 7 claims · 5 setups
An LAD classification model built from a support-set of 3 peptide peaks can distinguish stroke patients from controls with 75% accuracy on an independent validation set
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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
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.
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Genomic and proteomic approaches for studying human cancer: prospects for true patient-tailored therapy.
PMID 15601541 · PMC3525069 · Human genomics · 2004 · 8 claims · 6 setups
DNA microarray gene expression profiling generates robust molecular classifications for many tumour types (brain, breast, colon, gastric, kidney, leukaemia, lymphoma, lung, melanoma, ovary, prostate, etc.)
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Feature selection and nearest centroid classification for protein mass spectrometry.
PMID 15788095 · PMC1274262 · BMC bioinformatics · 2005 · 8 claims · 5 setups
Sequential forward selection and a novel boosted feature selection algorithm produce the most consistent classification results across all five cancer data sets tested
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Tracheobronchial air-liquid interface cell culture: a model for innate mucosal defense of the upper airways?
PMID 18931053 · PMC2636953 · American journal of physiology. Lung cellular and molecular physiology · 2009 · 8 claims · 5 setups
A mass spectrometry approach based on prior density-gradient separation of mucins from other proteins enables comprehensive identification of mucins in mucous secretions, overcoming underrepresentation in prior proteomic studies
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Measurement reproducibility in the early stages of biomarker development.
PMID 15665389 · PMC3839328 · Disease markers · 2004 · 6 claims · 3 setups
Functional PCA can be used as the basis for gauge R&R (repeatability and reproducibility) assessment of mass spectra without prior identification of which spectral features are biomarkers
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A Chronic Fatigue Syndrome - related proteome in human cerebrospinal fluid.
PMID 16321154 · PMC1326206 · BMC neurology · 2005 · 7 claims · 6 setups
CFS, PGI and fibromyalgia are highly overlapping symptom complexes likely reflecting a shared underlying pathophysiological mechanism rather than distinct diseases
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Proteomic analysis of nipple aspirate fluid from women with early-stage breast cancer using isotope-coded affinity tags and tandem mass spectrometry reveals differential expression of vitamin D binding protein.
PMID 16542425 · PMC1431555 · BMC cancer · 2006 · 8 claims · 5 setups
ICAT tandem MS can identify and quantify differences in specific protein expression between NAF from tumor-bearing and disease-free breasts
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Integrated multi-level quality control for proteomic profiling studies using mass spectrometry.
PMID 19055809 · PMC2657802 · BMC bioinformatics · 2008 · 7 claims · 5 setups
QC processes for identifying and removing low-quality spectra are often overlooked in proteomic profiling studies
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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
Protein expression is closely aligned with cellular activity, unlike genomic changes which may have no functional significance
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On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.
PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups
The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization
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Comparative analysis of the tear protein profile in mycotic keratitis patients.
PMID 18385783 · PMC2268856 · Molecular vision · 2008 · 8 claims · 5 setups
A glutaredoxin-related protein is expressed only in the tears of fungal keratitis patients and is absent in control tears.
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Development of proteomic patterns for detecting lung cancer.
PMID 14757945 · PMC3851077 · Disease markers · 2003 · 8 claims · 3 setups
A decision tree classification algorithm built on three serum protein mass peaks (8122Da, 1452Da, 1610Da) can discriminate lung cancer patients from healthy controls
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HUPO Highlights.
PMID 19862759 · PMC4594800 · Proteomics · 2009 · 8 claims · 8 setups
Mass spectrometry analysis of human liver reference samples (French Reference liver + Huh7 hepatoma cells) achieves substantial human genome coverage via PeptideAtlas processing
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CSF metabolic and proteomic profiles in patients prodromal for psychosis.
PMID 17712404 · PMC1942084 · PloS one · 2007 · 8 claims · 5 setups
CSF metabolic and proteomic profiles of IPS patients are distributed across, and partially overlap with, the profiles of first-onset drug-naïve schizophrenia patients and healthy controls
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Identifying alternative hyper-splicing signatures in MG-thymoma by exon arrays.
PMID 18545673 · PMC2409220 · PloS one · 2008 · 8 claims · 6 setups
An integrative ad-hoc functional GO analysis combining threshold-based (Fisher exact/hypergeometric) and threshold-free (Kolmogorov-Smirnov) statistics, plus term-to-parent comparisons, detects disease-relevant splicing events from exon array data.