Dysregulated Genes, MicroRNAs, Biological Pathways, and Gastrocnemius Muscle Fiber Types Associated With Progression of Peripheral Artery Disease: A Preliminary Analysis
Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with gastrocnemius muscle dysfunction and their associations with progression of PAD are largely unknown. This study characterized differential gene and micro...
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Published in | Journal of the American Heart Association Vol. 11; no. 21; p. e023085 |
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Main Authors | , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
England
John Wiley and Sons Inc
01.11.2022
Wiley |
Subjects | |
Online Access | Get full text |
ISSN | 2047-9980 2047-9980 |
DOI | 10.1161/JAHA.121.023085 |
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Abstract | Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with gastrocnemius muscle dysfunction and their associations with progression of PAD are largely unknown. This study characterized differential gene and microRNA (miRNA) expression in gastrocnemius biopsies from people without PAD compared with those with PAD. Participants with PAD included those with and without PAD progression. Methods and Results mRNA and miRNA sequencing were performed to identify differentially expressed genes, differentially expressed miRNAs, mRNA-miRNA interactions, and associated biological pathways for 3 sets of comparisons: (1) PAD progression (n=7) versus non-PAD (n=7); (2) PAD no progression (n=6) versus non-PAD; and (3) PAD progression versus PAD no progression. Immunohistochemistry was performed to determine gastrocnemius muscle fiber types and muscle fiber size. Differentially expressed genes and differentially expressed miRNAs were more abundant in the comparison of PAD progression versus non-PAD compared with PAD with versus without progression. Among the top significant cellular pathways in subjects with PAD progression were muscle contraction or development, transforming growth factor-beta, growth/differentiation factor, and activin signaling, inflammation, cellular senescence, and notch signaling. Subjects with PAD progression had increased frequency of smaller Type 2a gastrocnemius muscle fibers in exploratory analyses. Conclusions Humans with PAD progression exhibited greater differences in the number of gene and miRNA expression, biological pathways, and Type 2a muscle fiber size compared with those without PAD. Fewer differences were observed between people with PAD without progression and control patients without PAD. Further study is needed to confirm whether the identified transcripts may serve as potential biomarkers for diagnosis and progression of PAD. |
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AbstractList | Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with gastrocnemius muscle dysfunction and their associations with progression of PAD are largely unknown. This study characterized differential gene and microRNA (miRNA) expression in gastrocnemius biopsies from people without PAD compared with those with PAD. Participants with PAD included those with and without PAD progression. Methods and Results mRNA and miRNA sequencing were performed to identify differentially expressed genes, differentially expressed miRNAs, mRNA-miRNA interactions, and associated biological pathways for 3 sets of comparisons: (1) PAD progression (n=7) versus non-PAD (n=7); (2) PAD no progression (n=6) versus non-PAD; and (3) PAD progression versus PAD no progression. Immunohistochemistry was performed to determine gastrocnemius muscle fiber types and muscle fiber size. Differentially expressed genes and differentially expressed miRNAs were more abundant in the comparison of PAD progression versus non-PAD compared with PAD with versus without progression. Among the top significant cellular pathways in subjects with PAD progression were muscle contraction or development, transforming growth factor-beta, growth/differentiation factor, and activin signaling, inflammation, cellular senescence, and notch signaling. Subjects with PAD progression had increased frequency of smaller Type 2a gastrocnemius muscle fibers in exploratory analyses. Conclusions Humans with PAD progression exhibited greater differences in the number of gene and miRNA expression, biological pathways, and Type 2a muscle fiber size compared with those without PAD. Fewer differences were observed between people with PAD without progression and control patients without PAD. Further study is needed to confirm whether the identified transcripts may serve as potential biomarkers for diagnosis and progression of PAD. Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with gastrocnemius muscle dysfunction and their associations with progression of PAD are largely unknown. This study characterized differential gene and microRNA (miRNA) expression in gastrocnemius biopsies from people without PAD compared with those with PAD. Participants with PAD included those with and without PAD progression. Methods and Results mRNA and miRNA sequencing were performed to identify differentially expressed genes, differentially expressed miRNAs, mRNA-miRNA interactions, and associated biological pathways for 3 sets of comparisons: (1) PAD progression (n=7) versus non-PAD (n=7); (2) PAD no progression (n=6) versus non-PAD; and (3) PAD progression versus PAD no progression. Immunohistochemistry was performed to determine gastrocnemius muscle fiber types and muscle fiber size. Differentially expressed genes and differentially expressed miRNAs were more abundant in the comparison of PAD progression versus non-PAD compared with PAD with versus without progression. Among the top significant cellular pathways in subjects with PAD progression were muscle contraction or development, transforming growth factor-beta, growth/differentiation factor, and activin signaling, inflammation, cellular senescence, and notch signaling. Subjects with PAD progression had increased frequency of smaller Type 2a gastrocnemius muscle fibers in exploratory analyses. Conclusions Humans with PAD progression exhibited greater differences in the number of gene and miRNA expression, biological pathways, and Type 2a muscle fiber size compared with those without PAD. Fewer differences were observed between people with PAD without progression and control patients without PAD. Further study is needed to confirm whether the identified transcripts may serve as potential biomarkers for diagnosis and progression of PAD.Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with gastrocnemius muscle dysfunction and their associations with progression of PAD are largely unknown. This study characterized differential gene and microRNA (miRNA) expression in gastrocnemius biopsies from people without PAD compared with those with PAD. Participants with PAD included those with and without PAD progression. Methods and Results mRNA and miRNA sequencing were performed to identify differentially expressed genes, differentially expressed miRNAs, mRNA-miRNA interactions, and associated biological pathways for 3 sets of comparisons: (1) PAD progression (n=7) versus non-PAD (n=7); (2) PAD no progression (n=6) versus non-PAD; and (3) PAD progression versus PAD no progression. Immunohistochemistry was performed to determine gastrocnemius muscle fiber types and muscle fiber size. Differentially expressed genes and differentially expressed miRNAs were more abundant in the comparison of PAD progression versus non-PAD compared with PAD with versus without progression. Among the top significant cellular pathways in subjects with PAD progression were muscle contraction or development, transforming growth factor-beta, growth/differentiation factor, and activin signaling, inflammation, cellular senescence, and notch signaling. Subjects with PAD progression had increased frequency of smaller Type 2a gastrocnemius muscle fibers in exploratory analyses. Conclusions Humans with PAD progression exhibited greater differences in the number of gene and miRNA expression, biological pathways, and Type 2a muscle fiber size compared with those without PAD. Fewer differences were observed between people with PAD without progression and control patients without PAD. Further study is needed to confirm whether the identified transcripts may serve as potential biomarkers for diagnosis and progression of PAD. |
Author | Wu, Kevin K. Leeuwenburgh, Christiaan Li, Lingyu Tian, Lu Dong, Gengfu Feinberg, Mark W. Cheng, Henry S. Ryan, Terence Sufit, Robert L. Bouverat, Brian Wohlgemuth, Stephanie E. Pérez‐Cremades, Daniel Peterson, Charlotte A Kosmac, Kate Saini, Sunil K. Ferrucci, Luigi McDermott, Mary M. |
AuthorAffiliation | 6 Department of Health Research and Policy, Stanford University Stanford CA 2 Cardiovascular Division, Department of Medicine Brigham and Women’s Hospital and Harvard Medical School Boston MA 5 Department of Preventive Medicine, Northwestern University Feinberg School of Medicine Chicago IL 8 Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL 10 Division of Intramural Research, National Institute on Aging Baltimore MD 1 All India Institute of Medical Sciences, Department of Biophysics New Delhi India 7 Department of Applied Physiology & Kinesiology, University of Florida Gainesville FL 9 Department of Medicine, Northwestern University Feinberg School of Medicine Chicago IL 3 Department of Physiology University of Valencia and INCLIVA Biomedical Research Institute Valencia Spain 4 Center for Muscle Biology, College of Health Sciences University of Kentucky Lexington KY |
AuthorAffiliation_xml | – name: 9 Department of Medicine, Northwestern University Feinberg School of Medicine Chicago IL – name: 6 Department of Health Research and Policy, Stanford University Stanford CA – name: 2 Cardiovascular Division, Department of Medicine Brigham and Women’s Hospital and Harvard Medical School Boston MA – name: 4 Center for Muscle Biology, College of Health Sciences University of Kentucky Lexington KY – name: 7 Department of Applied Physiology & Kinesiology, University of Florida Gainesville FL – name: 8 Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL – name: 1 All India Institute of Medical Sciences, Department of Biophysics New Delhi India – name: 10 Division of Intramural Research, National Institute on Aging Baltimore MD – name: 3 Department of Physiology University of Valencia and INCLIVA Biomedical Research Institute Valencia Spain – name: 5 Department of Preventive Medicine, Northwestern University Feinberg School of Medicine Chicago IL |
Author_xml | – sequence: 1 givenname: Sunil K. orcidid: 0000-0002-1124-5930 surname: Saini fullname: Saini, Sunil K. organization: All India Institute of Medical Sciences, Department of Biophysics New Delhi India – sequence: 2 givenname: Daniel orcidid: 0000-0002-0969-8762 surname: Pérez‐Cremades fullname: Pérez‐Cremades, Daniel organization: Cardiovascular Division, Department of Medicine Brigham and Women’s Hospital and Harvard Medical School Boston MA, Department of Physiology University of Valencia and INCLIVA Biomedical Research Institute Valencia Spain – sequence: 3 givenname: Henry S. surname: Cheng fullname: Cheng, Henry S. organization: Cardiovascular Division, Department of Medicine Brigham and Women’s Hospital and Harvard Medical School Boston MA – sequence: 4 givenname: Kate surname: Kosmac fullname: Kosmac, Kate organization: Center for Muscle Biology, College of Health Sciences University of Kentucky Lexington KY – sequence: 5 givenname: Charlotte A orcidid: 0000-0001-9340-0705 surname: Peterson fullname: Peterson, Charlotte A organization: Center for Muscle Biology, College of Health Sciences University of Kentucky Lexington KY – sequence: 6 givenname: Lingyu surname: Li fullname: Li, Lingyu organization: Department of Preventive Medicine, Northwestern University Feinberg School of Medicine Chicago IL – sequence: 7 givenname: Lu surname: Tian fullname: Tian, Lu organization: Department of Health Research and Policy, Stanford University Stanford CA – sequence: 8 givenname: Gengfu orcidid: 0000-0003-1438-8467 surname: Dong fullname: Dong, Gengfu organization: Department of Applied Physiology & Kinesiology, University of Florida Gainesville FL – sequence: 9 givenname: Kevin K. surname: Wu fullname: Wu, Kevin K. organization: Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL – sequence: 10 givenname: Brian surname: Bouverat fullname: Bouverat, Brian organization: Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL – sequence: 11 givenname: Stephanie E. surname: Wohlgemuth fullname: Wohlgemuth, Stephanie E. organization: Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL – sequence: 12 givenname: Terence orcidid: 0000-0003-0780-029X surname: Ryan fullname: Ryan, Terence organization: Department of Applied Physiology & Kinesiology, University of Florida Gainesville FL – sequence: 13 givenname: Robert L. orcidid: 0000-0001-8827-2753 surname: Sufit fullname: Sufit, Robert L. organization: Department of Medicine, Northwestern University Feinberg School of Medicine Chicago IL – sequence: 14 givenname: Luigi orcidid: 0000-0002-6273-1613 surname: Ferrucci fullname: Ferrucci, Luigi organization: Division of Intramural Research, National Institute on Aging Baltimore MD – sequence: 15 givenname: Mary M. orcidid: 0000-0002-3724-7619 surname: McDermott fullname: McDermott, Mary M. organization: Department of Preventive Medicine, Northwestern University Feinberg School of Medicine Chicago IL, Department of Medicine, Northwestern University Feinberg School of Medicine Chicago IL – sequence: 16 givenname: Christiaan orcidid: 0000-0003-0826-4257 surname: Leeuwenburgh fullname: Leeuwenburgh, Christiaan organization: Department of Aging and Geriatric Research, University of Florida, Institute on Aging Gainesville FL – sequence: 17 givenname: Mark W. orcidid: 0000-0001-9523-3859 surname: Feinberg fullname: Feinberg, Mark W. organization: Cardiovascular Division, Department of Medicine Brigham and Women’s Hospital and Harvard Medical School Boston MA |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36300658$$D View this record in MEDLINE/PubMed |
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DocumentTitleAlternate | Dysregulated Transcriptome of Calf Muscles in PAD |
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Keywords | gastrocnemius muscle peripheral artery disease (PAD) differentially expressed genes (DEG) |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 For Sources of Funding and Disclosures, see page 14. Supplemental Material is available at https://www.ahajournals.org/doi/suppl/10.1161/JAHA.121.023085 S. K. Saini, D. Pérez‐Cremades, and H. S. Cheng contributed equally. |
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Snippet | Background Peripheral artery disease (PAD) is associated with gastrocnemius muscle abnormalities. However, the biological pathways associated with... |
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SubjectTerms | differentially expressed genes (DEG) gastrocnemius muscle Humans MicroRNAs - genetics MicroRNAs - metabolism Muscle Fibers, Skeletal - metabolism Muscle, Skeletal Original Research Peripheral Arterial Disease - diagnosis Peripheral Arterial Disease - genetics Peripheral Arterial Disease - metabolism peripheral artery disease (PAD) RNA, Messenger - metabolism |
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Title | Dysregulated Genes, MicroRNAs, Biological Pathways, and Gastrocnemius Muscle Fiber Types Associated With Progression of Peripheral Artery Disease: A Preliminary Analysis |
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