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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Statistical challenges in preprocessing in microarray experiments in cancer.
PMID 18829474 · PMC3529914 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 7 setups
Choice of pre-processing method materially changes which features are found significantly associated with survival in the Beer et al. lung cancer microarray dataset
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Has reproduction · 83
Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.
PMID 35901020 · PMC9333302 · PloS one · 2022 · 7 claims · 3 setups
A Reproducibility Score, RS(D,BD), defined as the average Jaccard overlap between biomarker sets found by the same discovery process on comparable datasets from the same distribution, quantifies biomarker reproducibility on a 0-1 scale
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Indirect genomic effects on survival from gene expression data.
PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups
A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.
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Identification of genes associated with multiple cancers via integrative analysis.
PMID 19919702 · PMC2785840 · BMC genomics · 2009 · 8 claims · 8 setups
Mc.TGD (Multi-cancer Threshold Gradient Descent) is the first regularized approach to conduct two-dimensional selection of genes with joint effects on cancer development across multiple cancers.
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Has reproduction · 74
Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.
PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups
Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.
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A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.
PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups
Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.
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CLEAN: CLustering Enrichment ANalysis.
PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups
The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).
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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
omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem
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Transcription network construction for large-scale microarray datasets using a high-performance computing approach.
PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups
RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix
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The application of basic science to translational cancer research.
PMID 12620114 · PMC151297 · Genome biology · 2003 · 8 claims · 8 setups
Sister-chromatid separation at anaphase is triggered by degradation of securin, releasing the protease separase to cleave the cohesin ring holding chromatids together
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Mining expressed sequence tags identifies cancer markers of clinical interest.
PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups
An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.
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Characterisation and protein expression profiling of annexins in colorectal cancer.
PMID 18071363 · PMC2361450 · British journal of cancer · 2008 · 7 claims · 5 setups
Annexins A1, A2, A4 and A11 are overexpressed in primary colorectal cancer compared with normal colon
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Breast cancer proteomics reveals correlation between estrogen receptor status and differential phosphorylation of PGRMC1.
PMID 18922159 · PMC2614521 · Breast cancer research : BCR · 2008 · 8 claims · 5 setups
PGRMC1 protein spots are differentially abundant between ER-negative and ER-positive breast tumors, with two of three spots more abundant in ER-negative tumors
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Has reproduction
Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.
PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 7 claims · 6 setups
A 10 immune-related gene signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) was constructed via WGCNA combined with LASSO-Cox and predicts overall survival in gastric cancer
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Fingerprinting cancer development.
PMID 14694892 · PMC1241638 · Environmental health perspectives · 2003 · 8 claims · 6 setups
Protein microarrays can detect phosphoprotein fingerprints that identify early-stage cancer or monitor drug toxicity.
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Prospective health care: the second transformation of medicine.
PMID 16522218 · PMC1431721 · Genome biology · 2006 · 8 claims · 7 setups
Predictive biomarkers (genomic, proteomic, metabolomic) will enable quantification of disease risk and anticipation of onset before pathological damage occurs.
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Convergence of mutation and epigenetic alterations identifies common genes in cancer that predict for poor prognosis.
PMID 18507500 · PMC2429944 · PLoS medicine · 2008 · 7 claims · 7 setups
At least 36 of the 189 newly mutated CAN genes are targets of promoter CpG island hypermethylation, often in both colon and breast cancer cell lines
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ATBF1 and NQO1 as candidate targets for allelic loss at chromosome arm 16q in breast cancer: absence of somatic ATBF1 mutations and no role for the C609T NQO1 polymorphism.
PMID 18416817 · PMC2377272 · BMC cancer · 2008 · 8 claims · 7 setups
Five genes (NQO1, ATBF1, DBNDD1, HSBP1, CGI-38) at 16q show significantly lower mRNA expression in breast tumors with LOH at 16q compared to tumors without LOH
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Overview of microarray analysis of gene expression and its applications to cervical cancer investigation.
PMID 18182341 · PMC7129792 · Taiwanese journal of obstetrics & gynecology · 2007 · 6 claims · 5 setups
Oligonucleotide microarray and cDNA microarray are the two main microarray platforms used to study gene expression genome-wide.
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Has reproduction · 80
Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.
PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups
Combining WGCNA-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.