2017
DOI: 10.1371/journal.pcbi.1005628
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High-confidence assessment of functional impact of human mitochondrial non-synonymous genome variations by APOGEE

Abstract: 24,189 are all the possible non-synonymous amino acid changes potentially affecting the human mitochondrial DNA. Only a tiny subset was functionally evaluated with certainty so far, while the pathogenicity of the vast majority was only assessed in-silico by software predictors. Since these tools proved to be rather incongruent, we have designed and implemented APOGEE, a machine-learning algorithm that outperforms all existing prediction methods in estimating the harmfulness of mitochondrial non-synonymous geno… Show more

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Cited by 57 publications
(50 citation statements)
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“…Also, we include Table S32 of predictions from the bioinformatics platforms that have been shown to have the highest sensitivity and specificity for the mtDNA variants. 137 Our study also had some limitations. Rare mtDNA mutations are usually heteroplasmic point mutations and/or mtDNA lesions that typically result in a primary mitochondrial disease, which can manifest as a broad range of clinical outcomes.…”
Section: Strengths and Limitationsmentioning
confidence: 87%
“…Also, we include Table S32 of predictions from the bioinformatics platforms that have been shown to have the highest sensitivity and specificity for the mtDNA variants. 137 Our study also had some limitations. Rare mtDNA mutations are usually heteroplasmic point mutations and/or mtDNA lesions that typically result in a primary mitochondrial disease, which can manifest as a broad range of clinical outcomes.…”
Section: Strengths and Limitationsmentioning
confidence: 87%
“…To compare mutation profiles in the benign-cancer tissue pairs, variants where classified into three categories: benign variants only, shared variants (assumed as germline variants) and tumor variants only. The variants were subsequently annotated with the precomputed MutPred scores as provided by Pereira et al in Supplementary Table 3 of their article 19 and the pre-computed pathogenicity predictions provided by MitImpact 2 15,63 by downloading the data as tab-delimited file and merging in a relational database.…”
Section: Methodsmentioning
confidence: 99%
“…The heteroplasmy were defined if a double peaks of two residues were verified at the same position in the electro-chromatograms. Pathogenic prediction were analyzed using PolyPhen2 ( http://genetics.bwh.harvard.edu/pph2/ ) [2] and MitImpact 2 [3] .…”
Section: Experimental Design Materials and Methodsmentioning
confidence: 99%