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).

• Automatic annotation of eukaryotic genes, pseudogenes and promoters.

  PMID 16925832 · PMC1810547 · Genome biology · 2006 · 8 claims · 6 setups

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  Fgenesh++ gene prediction pipeline identifies 91% of coding nucleotides with 90% specificity

  encode regions genes chromosome computational pseudogene promoter

• VIRGO: computational prediction of gene functions.

  PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups

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  VIRGO constructs a functional linkage network (FLN) from gene expression and molecular interaction data, labels genes with GO annotations, and propagates these labels to predict functions of unlabelled genes

  cerevisiae sapiens leave-one-out gene protein-protein

• Performance assessment of promoter predictions on ENCODE regions in the EGASP experiment.

  PMID 16925837 · PMC1810552 · Genome biology · 2006 · 6 claims · 3 setups

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  Promoter predictors that combine promoter prediction with gene prediction (N-SCAN, Fprom) achieve better performance than pure ab initio promoter predictors, mainly by reducing the promoter search space and false positives

  genome encode computational tss manual

• Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling.

  PMID 19901961 · PMC2820592 · Oncogene · 2010 · 8 claims · 6 setups

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  Unsupervised gene expression clustering identifies 3 reproducible molecular subtypes of LMS (Group I/muscle-enriched, Group II, Group III)

  lms independent soft gene array immunohistochemistry

• KEGG for linking genomes to life and the environment.

  PMID 18077471 · PMC2238879 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  KEGG provides a reference knowledge base for linking genomes to life via PATHWAY mapping and to the environment via BRITE mapping.

  protein-coding newly microarray kegg sequence computational glycan

• 'Unknown' proteins and 'orphan' enzymes: the missing half of the engineering parts list--and how to find it.

  PMID 20001958 · PMC3022307 · The Biochemical journal · 2009 · 8 claims · 8 setups

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  Comparative genomics is the single most effective strategy for predicting functions of unknown proteins and finding genes for orphan enzymes

  lactococcus lactis arabidopsis coli gene recombinant enzyme

• Mining the draft human genome.

  PMID 11236999 · PMC2658632 · Nature · 2001 · 8 claims · 7 setups

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  Protein-coding exons account for only about 3% of the human genome DNA, with repeat sequences making up around 46%.

  genome unfinished drosophila tetraodon psi-blast domain sequence

• Optimality driven nearest centroid classification from genomic data.

  PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups

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  A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).

  artificial simulated previously-published simulated simulation clinical

• Analyses of apoptotic regulators CASP9 and DFFA at 1P36.2, reveal rare allele variants in human neuroblastoma tumours.

  PMID 11870543 · PMC2375272 · British journal of cancer · 2002 · 8 claims · 5 setups

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  DFFA is localized within the 1p36.2-3 smallest region of overlap (SRO) of deletions defined in Scandinavian neuroblastoma tumours, distal to marker D1S244

  scandinavian chromosome unfinished neuroblastoma pcr bac-library in-silico

• 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)

  ffpe same nanostring training nanostring immunohistochemistry differential

• Accurate prediction of the functional significance of single nucleotide polymorphisms and mutations in the ABCA1 gene.

  PMID 16429166 · PMC1342637 · PLoS genetics · 2005 · 8 claims · 5 setups

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  PANTHER subPSEC scores correctly predicted the functional impact of >94% (16/17) of tested naturally occurring ABCA1 variants

  abca1 stably subpsec cholesterol rt-pcr

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.

  breast degs geo tcga gene protein-protein machine

• 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

• Comparative gene finding in chicken indicates that we are closing in on the set of multi-exonic widely expressed human genes.

  PMID 15809229 · PMC1074396 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  Comparative gene finding (SGP2) between human and chicken, followed by RT-PCR verification, adds at most ~0.2% new genes to the multi-exonic human gene catalog

  chicken predicted human-chicken cdna comparative blastp pairwise

• EGASP: the human ENCODE Genome Annotation Assessment Project.

  PMID 16925836 · PMC1810551 · Genome biology · 2006 · 8 claims · 6 setups

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  Best-performing computational gene prediction methods correctly predict at least one transcript for close to 70% of annotated genes in the ENCODE regions.

  encode computational manual rt-pcr

• EGASP: Introduction.

  PMID 16925831 · PMC1810546 · Genome biology · 2006 · 8 claims · 5 setups

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  Computational gene finding methods, when compared to the GENCODE golden standard annotation, show that the human genome annotation is nearly complete in terms of novel protein-coding loci.

  genome computational manual rt-pcr

• OPTIC: orthologous and paralogous transcripts in clades.

  PMID 17933761 · PMC2238935 · Nucleic acids research · 2008 · 6 claims · 7 setups

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  OPTIC is a database providing gene predictions and orthology assignments for three clades: amniotes (human, dog, mouse, opossum, platypus, chicken), 12 Drosophila species, and 4 Caenorhabditis nematodes.

  drosophila translated gene orthologous homology-based all-against-all tree-based

• Identification and characterisation of the angiotensin converting enzyme-3 (ACE3) gene: a novel mammalian homologue of ACE.

  PMID 17597519 · PMC1925091 · BMC genomics · 2007 · 7 claims · 7 setups

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  A novel single-domain ACE-like gene, ACE3, exists in mouse, rat, cow, dog and human genomes, located on the same chromosome downstream of ACE.

  dog predicted ace3 panel blast sequence homology

• Gene prediction in eukaryotes with a generalized hidden Markov model that uses hints from external sources.

  PMID 16469098 · PMC1409804 · BMC bioinformatics · 2006 · 7 claims · 3 setups

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  AUGUSTUS+ extends the AUGUSTUS GHMM by combining intrinsic sequence information with extrinsic hints via an extended emission alphabet, so the GHMM jointly models the DNA sequence, gene structure, and hint collection.

  chromosome genomic training ghmm-based sequence parameter