Cargando…

A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration

Age-related macular degeneration (AMD) is a leading cause of blindness, affecting 200 million people worldwide. To identify genes that could be targeted for treatment, we created a molecular atlas at different stages of AMD. Our resource is comprised of RNA sequencing (RNA-seq) and DNA methylation m...

Descripción completa

Detalles Bibliográficos
Autores principales: Orozco, Luz D., Owen, Leah A., Hofmann, Jeffrey, Stockwell, Amy D., Tao, Jianhua, Haller, Susan, Mukundan, Vineeth T., Clarke, Christine, Lund, Jessica, Sridhar, Akshayalakshmi, Mayba, Oleg, Barr, Julie L., Zavala, Rylee A., Graves, Elijah C., Zhang, Charles, Husami, Nadine, Finley, Robert, Au, Elizabeth, Lillvis, John H., Farkas, Michael H., Shakoor, Akbar, Sherva, Richard, Kim, Ivana K., Kaminker, Joshua S., Townsend, Michael J., Farrer, Lindsay A., Yaspan, Brian L., Chen, Hsu-Hsin, DeAngelis, Margaret M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300496/
https://www.ncbi.nlm.nih.gov/pubmed/37388919
http://dx.doi.org/10.1016/j.xgen.2023.100302
_version_ 1785064601968181248
author Orozco, Luz D.
Owen, Leah A.
Hofmann, Jeffrey
Stockwell, Amy D.
Tao, Jianhua
Haller, Susan
Mukundan, Vineeth T.
Clarke, Christine
Lund, Jessica
Sridhar, Akshayalakshmi
Mayba, Oleg
Barr, Julie L.
Zavala, Rylee A.
Graves, Elijah C.
Zhang, Charles
Husami, Nadine
Finley, Robert
Au, Elizabeth
Lillvis, John H.
Farkas, Michael H.
Shakoor, Akbar
Sherva, Richard
Kim, Ivana K.
Kaminker, Joshua S.
Townsend, Michael J.
Farrer, Lindsay A.
Yaspan, Brian L.
Chen, Hsu-Hsin
DeAngelis, Margaret M.
author_facet Orozco, Luz D.
Owen, Leah A.
Hofmann, Jeffrey
Stockwell, Amy D.
Tao, Jianhua
Haller, Susan
Mukundan, Vineeth T.
Clarke, Christine
Lund, Jessica
Sridhar, Akshayalakshmi
Mayba, Oleg
Barr, Julie L.
Zavala, Rylee A.
Graves, Elijah C.
Zhang, Charles
Husami, Nadine
Finley, Robert
Au, Elizabeth
Lillvis, John H.
Farkas, Michael H.
Shakoor, Akbar
Sherva, Richard
Kim, Ivana K.
Kaminker, Joshua S.
Townsend, Michael J.
Farrer, Lindsay A.
Yaspan, Brian L.
Chen, Hsu-Hsin
DeAngelis, Margaret M.
author_sort Orozco, Luz D.
collection PubMed
description Age-related macular degeneration (AMD) is a leading cause of blindness, affecting 200 million people worldwide. To identify genes that could be targeted for treatment, we created a molecular atlas at different stages of AMD. Our resource is comprised of RNA sequencing (RNA-seq) and DNA methylation microarrays from bulk macular retinal pigment epithelium (RPE)/choroid of clinically phenotyped normal and AMD donor eyes (n = 85), single-nucleus RNA-seq (164,399 cells), and single-nucleus assay for transposase-accessible chromatin (ATAC)-seq (125,822 cells) from the retina, RPE, and choroid of 6 AMD and 7 control donors. We identified 23 genome-wide significant loci differentially methylated in AMD, over 1,000 differentially expressed genes across different disease stages, and an AMD Müller state distinct from normal or gliosis. Chromatin accessibility peaks in genome-wide association study (GWAS) loci revealed putative causal genes for AMD, including HTRA1 and C6orf223. Our systems biology approach uncovered molecular mechanisms underlying AMD, including regulators of WNT signaling, FRZB and TLE2, as mechanistic players in disease.
format Online
Article
Text
id pubmed-10300496
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-103004962023-06-29 A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration Orozco, Luz D. Owen, Leah A. Hofmann, Jeffrey Stockwell, Amy D. Tao, Jianhua Haller, Susan Mukundan, Vineeth T. Clarke, Christine Lund, Jessica Sridhar, Akshayalakshmi Mayba, Oleg Barr, Julie L. Zavala, Rylee A. Graves, Elijah C. Zhang, Charles Husami, Nadine Finley, Robert Au, Elizabeth Lillvis, John H. Farkas, Michael H. Shakoor, Akbar Sherva, Richard Kim, Ivana K. Kaminker, Joshua S. Townsend, Michael J. Farrer, Lindsay A. Yaspan, Brian L. Chen, Hsu-Hsin DeAngelis, Margaret M. Cell Genom Resource Age-related macular degeneration (AMD) is a leading cause of blindness, affecting 200 million people worldwide. To identify genes that could be targeted for treatment, we created a molecular atlas at different stages of AMD. Our resource is comprised of RNA sequencing (RNA-seq) and DNA methylation microarrays from bulk macular retinal pigment epithelium (RPE)/choroid of clinically phenotyped normal and AMD donor eyes (n = 85), single-nucleus RNA-seq (164,399 cells), and single-nucleus assay for transposase-accessible chromatin (ATAC)-seq (125,822 cells) from the retina, RPE, and choroid of 6 AMD and 7 control donors. We identified 23 genome-wide significant loci differentially methylated in AMD, over 1,000 differentially expressed genes across different disease stages, and an AMD Müller state distinct from normal or gliosis. Chromatin accessibility peaks in genome-wide association study (GWAS) loci revealed putative causal genes for AMD, including HTRA1 and C6orf223. Our systems biology approach uncovered molecular mechanisms underlying AMD, including regulators of WNT signaling, FRZB and TLE2, as mechanistic players in disease. Elsevier 2023-04-18 /pmc/articles/PMC10300496/ /pubmed/37388919 http://dx.doi.org/10.1016/j.xgen.2023.100302 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Resource
Orozco, Luz D.
Owen, Leah A.
Hofmann, Jeffrey
Stockwell, Amy D.
Tao, Jianhua
Haller, Susan
Mukundan, Vineeth T.
Clarke, Christine
Lund, Jessica
Sridhar, Akshayalakshmi
Mayba, Oleg
Barr, Julie L.
Zavala, Rylee A.
Graves, Elijah C.
Zhang, Charles
Husami, Nadine
Finley, Robert
Au, Elizabeth
Lillvis, John H.
Farkas, Michael H.
Shakoor, Akbar
Sherva, Richard
Kim, Ivana K.
Kaminker, Joshua S.
Townsend, Michael J.
Farrer, Lindsay A.
Yaspan, Brian L.
Chen, Hsu-Hsin
DeAngelis, Margaret M.
A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title_full A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title_fullStr A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title_full_unstemmed A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title_short A systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
title_sort systems biology approach uncovers novel disease mechanisms in age-related macular degeneration
topic Resource
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300496/
https://www.ncbi.nlm.nih.gov/pubmed/37388919
http://dx.doi.org/10.1016/j.xgen.2023.100302
work_keys_str_mv AT orozcoluzd asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT owenleaha asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT hofmannjeffrey asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT stockwellamyd asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT taojianhua asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT hallersusan asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT mukundanvineetht asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT clarkechristine asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT lundjessica asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT sridharakshayalakshmi asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT maybaoleg asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT barrjuliel asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT zavalaryleea asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT graveselijahc asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT zhangcharles asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT husaminadine asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT finleyrobert asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT auelizabeth asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT lillvisjohnh asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT farkasmichaelh asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT shakoorakbar asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT shervarichard asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT kimivanak asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT kaminkerjoshuas asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT townsendmichaelj asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT farrerlindsaya asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT yaspanbrianl asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT chenhsuhsin asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT deangelismargaretm asystemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT orozcoluzd systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT owenleaha systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT hofmannjeffrey systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT stockwellamyd systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT taojianhua systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT hallersusan systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT mukundanvineetht systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT clarkechristine systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT lundjessica systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT sridharakshayalakshmi systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT maybaoleg systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT barrjuliel systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT zavalaryleea systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT graveselijahc systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT zhangcharles systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT husaminadine systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT finleyrobert systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT auelizabeth systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT lillvisjohnh systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT farkasmichaelh systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT shakoorakbar systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT shervarichard systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT kimivanak systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT kaminkerjoshuas systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT townsendmichaelj systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT farrerlindsaya systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT yaspanbrianl systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT chenhsuhsin systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration
AT deangelismargaretm systemsbiologyapproachuncoversnoveldiseasemechanismsinagerelatedmaculardegeneration