Cargando…
Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency
Genetic variants in SLC22A5, encoding the membrane carnitine transporter OCTN2, cause the rare metabolic disorder Carnitine Transporter Deficiency (CTD). CTD is potentially lethal but actionable if detected early, with confirmatory diagnosis involving sequencing of SLC22A5. Interpretation of missens...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9674959/ https://www.ncbi.nlm.nih.gov/pubmed/36343260 http://dx.doi.org/10.1073/pnas.2210247119 |
_version_ | 1784833265051369472 |
---|---|
author | Koleske, Megan L. McInnes, Gregory Brown, Julia E. H. Thomas, Neil Hutchinson, Keino Chin, Marcus Y. Koehl, Antoine Arkin, Michelle R. Schlessinger, Avner Gallagher, Renata C. Song, Yun S. Altman, Russ B. Giacomini, Kathleen M. |
author_facet | Koleske, Megan L. McInnes, Gregory Brown, Julia E. H. Thomas, Neil Hutchinson, Keino Chin, Marcus Y. Koehl, Antoine Arkin, Michelle R. Schlessinger, Avner Gallagher, Renata C. Song, Yun S. Altman, Russ B. Giacomini, Kathleen M. |
author_sort | Koleske, Megan L. |
collection | PubMed |
description | Genetic variants in SLC22A5, encoding the membrane carnitine transporter OCTN2, cause the rare metabolic disorder Carnitine Transporter Deficiency (CTD). CTD is potentially lethal but actionable if detected early, with confirmatory diagnosis involving sequencing of SLC22A5. Interpretation of missense variants of uncertain significance (VUSs) is a major challenge. In this study, we sought to characterize the largest set to date (n = 150) of OCTN2 variants identified in diverse ancestral populations, with the goals of furthering our understanding of the mechanisms leading to OCTN2 loss-of-function (LOF) and creating a protein-specific variant effect prediction model for OCTN2 function. Uptake assays with (14)C-carnitine revealed that 105 variants (70%) significantly reduced transport of carnitine compared to wild-type OCTN2, and 37 variants (25%) severely reduced function to less than 20%. All ancestral populations harbored LOF variants; 62% of green fluorescent protein (GFP)–tagged variants impaired OCTN2 localization to the plasma membrane of human embryonic kidney (HEK293T) cells, and subcellular localization significantly associated with function, revealing a major LOF mechanism of interest for CTD. With these data, we trained a model to classify variants as functional (>20% function) or LOF (<20% function). Our model outperformed existing state-of-the-art methods as evaluated by multiple performance metrics, with mean area under the receiver operating characteristic curve (AUROC) of 0.895 ± 0.025. In summary, in this study we generated a rich dataset of OCTN2 variant function and localization, revealed important disease-causing mechanisms, and improved upon machine learning–based prediction of OCTN2 variant function to aid in variant interpretation in the diagnosis and treatment of CTD. |
format | Online Article Text |
id | pubmed-9674959 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-96749592022-11-20 Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency Koleske, Megan L. McInnes, Gregory Brown, Julia E. H. Thomas, Neil Hutchinson, Keino Chin, Marcus Y. Koehl, Antoine Arkin, Michelle R. Schlessinger, Avner Gallagher, Renata C. Song, Yun S. Altman, Russ B. Giacomini, Kathleen M. Proc Natl Acad Sci U S A Biological Sciences Genetic variants in SLC22A5, encoding the membrane carnitine transporter OCTN2, cause the rare metabolic disorder Carnitine Transporter Deficiency (CTD). CTD is potentially lethal but actionable if detected early, with confirmatory diagnosis involving sequencing of SLC22A5. Interpretation of missense variants of uncertain significance (VUSs) is a major challenge. In this study, we sought to characterize the largest set to date (n = 150) of OCTN2 variants identified in diverse ancestral populations, with the goals of furthering our understanding of the mechanisms leading to OCTN2 loss-of-function (LOF) and creating a protein-specific variant effect prediction model for OCTN2 function. Uptake assays with (14)C-carnitine revealed that 105 variants (70%) significantly reduced transport of carnitine compared to wild-type OCTN2, and 37 variants (25%) severely reduced function to less than 20%. All ancestral populations harbored LOF variants; 62% of green fluorescent protein (GFP)–tagged variants impaired OCTN2 localization to the plasma membrane of human embryonic kidney (HEK293T) cells, and subcellular localization significantly associated with function, revealing a major LOF mechanism of interest for CTD. With these data, we trained a model to classify variants as functional (>20% function) or LOF (<20% function). Our model outperformed existing state-of-the-art methods as evaluated by multiple performance metrics, with mean area under the receiver operating characteristic curve (AUROC) of 0.895 ± 0.025. In summary, in this study we generated a rich dataset of OCTN2 variant function and localization, revealed important disease-causing mechanisms, and improved upon machine learning–based prediction of OCTN2 variant function to aid in variant interpretation in the diagnosis and treatment of CTD. National Academy of Sciences 2022-11-07 2022-11-15 /pmc/articles/PMC9674959/ /pubmed/36343260 http://dx.doi.org/10.1073/pnas.2210247119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Biological Sciences Koleske, Megan L. McInnes, Gregory Brown, Julia E. H. Thomas, Neil Hutchinson, Keino Chin, Marcus Y. Koehl, Antoine Arkin, Michelle R. Schlessinger, Avner Gallagher, Renata C. Song, Yun S. Altman, Russ B. Giacomini, Kathleen M. Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title | Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title_full | Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title_fullStr | Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title_full_unstemmed | Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title_short | Functional genomics of OCTN2 variants informs protein-specific variant effect predictor for Carnitine Transporter Deficiency |
title_sort | functional genomics of octn2 variants informs protein-specific variant effect predictor for carnitine transporter deficiency |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9674959/ https://www.ncbi.nlm.nih.gov/pubmed/36343260 http://dx.doi.org/10.1073/pnas.2210247119 |
work_keys_str_mv | AT koleskemeganl functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT mcinnesgregory functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT brownjuliaeh functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT thomasneil functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT hutchinsonkeino functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT chinmarcusy functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT koehlantoine functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT arkinmicheller functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT schlessingeravner functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT gallagherrenatac functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT songyuns functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT altmanrussb functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency AT giacominikathleenm functionalgenomicsofoctn2variantsinformsproteinspecificvarianteffectpredictorforcarnitinetransporterdeficiency |