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).

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

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  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• Adaptation, aging, and genomic information.

  PMID 20157529 · PMC2806027 · Aging · 2009 · 8 claims · 6 setups

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  Aging is caused primarily by the absence of adaptive genomic information for later-age survival and function, due to declining forces of natural selection with adult age; this absence secondarily produces misallocation and damage at every level of biological organization.

  drosophila large animal unspecified experimental demographic hormone

• 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).

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• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups

  Has reproduction · 84

  DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks

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• 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.

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• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Mutant, wild type, or overall p53 expression: freedom from clinical progression in tumours of astrocytic lineage.

  PMID 15494720 · PMC2409947 · British journal of cancer · 2004 · 8 claims · 7 setups

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  Significant overexpression of p53 protein was found in 48% of 74 astrocytic tumours

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• 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

• 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

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  Choice of pre-processing method materially changes which features are found significantly associated with survival in the Beer et al. lung cancer microarray dataset

  lung beer individual outlier expression rank-covariance quality-control

• Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity.

  PMID 36928603 · PMC10101853 · Nature genetics · 2023 · 8 claims · 6 setups

  Has reproduction · 80

  The WHO histopathological classification of MPM accounts for only up to ~10% of interpatient molecular differences

  mpm mesomics whole-genome bulk methylation

• Flux balance analysis of mycolic acid pathway: targets for anti-tubercular drugs.

  PMID 16261191 · PMC1246807 · PLoS computational biology · 2005 · 7 claims · 7 setups

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  A comprehensive stoichiometric model of the MAP was built comprising 197 metabolites, 219 reactions, and 28 proteins

  stoichiometric map tuberculosis flux systematic drug

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 7 setups

  Has reproduction · 72

  edgeR identifies 9 DEGs associated with pCR and 13 DEGs associated with relapse from 579 immune genes in a small TNBC sample set (n=55)

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• Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.

  PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 78

  A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors

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• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups

  Has reproduction · 90

  Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.

  luad differentially bulk mirna-seq microarray

• Intrinsic suppression of type I interferon production underlies the therapeutic efficacy of IL-15-producing natural killer cells in B-cell acute lymphoblastic leukemia.

  PMID 37217248 · PMC10231005 · Journal for immunotherapy of cancer · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  High expression of IFN-I signaling/response genes predicts favorable clinical outcome (longer relapse-free survival) in B-ALL patients

  cog b-all eμ-myc crispra relapse-free flow mass

• TP53 mutations in ovarian carcinomas from sporadic cases and carriers of two distinct BRCA1 founder mutations; relation to age at diagnosis and survival.

  PMID 16229746 · PMC1276789 · BMC cancer · 2005 · 8 claims · 4 setups

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  Survival for BRCA1-familial ovarian cancer cases with TP53 mutations was not significantly different from familial cases without TP53 mutations (p=0.25, RR=1.64)

  ovarian sporadic paraffin-embedded mutation survival extraction

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

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  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 6 claims · 7 setups

  Has reproduction · 85

  A nine-gene oxidative stress-related scoring (OSRS) model (AREG, CES1, CSTA, FDCSP, JCHAIN, IFFO2, PGLYRP4, SPOCK2, SPINK6) predicts overall survival in HNSCC.

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