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).

• Non-linear mapping for exploratory data analysis in functional genomics.

  PMID 15661072 · PMC548129 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A relaxation method for non-linear mapping adapts one pair of points per step rather than all points at once, and was originally shown by Chang and Lee to outperform Sammon's mapping in cluster detection effectiveness and computational efficiency.

  leukaemia small srbct brain relaxation self-organising sammon's

• Adaptively inferring human transcriptional subnetworks.

  PMID 16760900 · PMC1681499 · Molecular systems biology · 2006 · 8 claims · 7 setups

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  A multivariate linear spline (MARS-based) model correlating PWM binding scores with log expression ratios can identify active cis-motif combinations in mammalian promoters without requiring gene clustering.

  liver proximal hela predicted microarray computational novo

• Ab initio identification of human microRNAs based on structure motifs.

  PMID 18088431 · PMC2238772 · BMC bioinformatics · 2007 · 8 claims · 7 setups

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  MiRPred predicts miRNA precursors ab initio using only predicted secondary structure motifs, ignoring nucleotide sequence

  genome mirna hairpins chromosome secondary linear five-fold

• Constructing support vector machine ensembles for cancer classification based on proteomic profiling.

  PMID 16689692 · PMC5173238 · Genomics, proteomics & bioinformatics · 2005 · 7 claims · 4 setups

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  CSVME, built by selecting a subset of base SVMs via SVM-RFE ranking and fusing them with a trained upper-layer SVM, achieves better classification performance than an ensemble of all base SVMs.

  serum computational seldi-tof svm-rfe-based 10-fold

• Optimisation of the core subset for the APY approximation of genomic relationships.

  PMID 36418945 · PMC9682752 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 3 setups

  Has reproduction · 85

  APY approximates the full genomic relationship matrix by splitting genotyped animals into a core subset (fully dependent, direct inverse) and a non-core subset (conditionally independent given core), reducing inversion cost.

  simulated real genotyped gblup population

• Multiplexed genetic analysis using an expanded genetic alphabet.

  PMID 15319316 · PMC1592527 · Clinical chemistry · 2004 · 7 claims · 6 setups

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  MultiCode PLx is a three-step platform (PCR, target-specific extension, liquid chip decoding) performed in a single reaction vessel and completed in ~3 h

  genomic synthetic subset newborn multicode eracode automated

• A high throughput method for genome-wide analysis of retroviral integration.

  PMID 17028098 · PMC1636494 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  VITA uses MmeI to cleave DNA at a fixed distance from its recognition site, generating 21-22 bp genomic tags that serve as signatures of lentiviral integration sites.

  hela ht3 genome chromosomes isf vita sanger

• Relative impact of nucleotide and copy number variation on gene expression phenotypes.

  PMID 17289997 · PMC2665772 · Science (New York, N.Y.) · 2007 · 8 claims · 5 setups

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  SNPs and CNVs capture largely non-overlapping signals of genetic variation affecting gene expression

  lymphoblastoid same computational subset gene snp array

• Long-range regulation is a major driving force in maintaining genome integrity.

  PMID 19682388 · PMC2741452 · BMC evolutionary biology · 2009 · 7 claims · 5 setups

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  Long-range transcriptional regulation is a major driving force in maintaining genome integrity by constraining where chromosomal breakpoints can become fixed.

  opossum genome comparative identification statistical

• A comparison of classification methods for predicting Chronic Fatigue Syndrome based on genetic data.

  PMID 19772600 · PMC2765429 · Journal of translational medicine · 2009 · 7 claims · 3 setups

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  The naive Bayes model with the wrapper-based feature selection approach performed best among all predictive models tested for distinguishing CFS from controls.

  subjects naive svm c4.5

• 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

• Accurate splice site prediction using support vector machines.

  PMID 18269701 · PMC2230508 · BMC bioinformatics · 2007 · 8 claims · 5 setups

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  Weighted degree (WD) kernel SVMs outperform Markov Chains, GeneSplicer and SpliceMachine for genome-wide splice site recognition

  nn269 dgsplicer caenorhabditis arabidopsis svm genome-wide

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Direct evidence of extensive diversity of HIV-1 in Kinshasa by 1960.

  PMID 18833279 · PMC3682493 · Nature · 2008 · 7 claims · 8 setups

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  Recovered and characterized HIV-1 sequences (DRC60) from a 1960 Bouin's-fixed paraffin-embedded lymph node biopsy from Léopoldville, Belgian Congo

  archival hiv-1-positive cdna concatenated rt-pcr quantitative pcr

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier