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Garner T, Wangsaputra I, Whatmore A, Clayton PE, Stevens A, Murray PG. Diagnosis of childhood and adolescent growth hormone deficiency using transcriptomic data. Front Endocrinol (Lausanne) 2023; 14:1026187. [PMID: 36864831 PMCID: PMC9973753 DOI: 10.3389/fendo.2023.1026187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 01/30/2023] [Indexed: 02/16/2023] Open
Abstract
BACKGROUND Gene expression (GE) data have shown promise as a novel tool to aid in the diagnosis of childhood growth hormone deficiency (GHD) when comparing GHD children to normal children. The aim of this study was to assess the utility of GE data in the diagnosis of GHD in childhood and adolescence using non-GHD short stature children as a control group. METHODS GE data was obtained from patients undergoing growth hormone stimulation testing. Data were taken for the 271 genes whose expression was utilized in our previous study. The synthetic minority oversampling technique was used to balance the dataset and a random forest algorithm applied to predict GHD status. RESULTS 24 patients were recruited to the study and eight subsequently diagnosed with GHD. There were no significant differences in gender, age, auxology (height SDS, weight SDS, BMI SDS) or biochemistry (IGF-I SDS, IGFBP-3 SDS) between the GHD and non-GHD subjects. A random forest algorithm gave an AUC of 0.97 (95% CI 0.93 - 1.0) for the diagnosis of GHD. CONCLUSION This study demonstrates highly accurate diagnosis of childhood GHD using a combination of GE data and random forest analysis.
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Affiliation(s)
- Terence Garner
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Ivan Wangsaputra
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Andrew Whatmore
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Peter Ellis Clayton
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
- Department of Paediatric Endocrinology, Royal Manchester Children’s Hospital, Manchester, United Kingdom
| | - Adam Stevens
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Philip George Murray
- Division of Developmental Biology and Medicine, Faculty of Biology, Medicine and Health, University of Manchester and Manchester Academic Health Science Centre, Manchester, United Kingdom
- Department of Paediatric Endocrinology, Royal Manchester Children’s Hospital, Manchester, United Kingdom
- *Correspondence: Philip George Murray,
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Gallego-Fabrega C, Muiño E, Cullell N, Cárcel-Márquez J, Lazcano U, Soriano-Tárraga C, Lledós M, Llucià-Carol L, Aguilera-Simón A, Marín R, Prats-Sánchez L, Camps-Renom P, Delgado-Mederos R, Martín-Campos JM, Delgado P, Martí-Fàbregas J, Montaner J, Krupinski J, Jiménez-Conde J, Roquer J, Fernández-Cadenas I. Biological Age Acceleration Is Lower in Women With Ischemic Stroke Compared to Men. Stroke 2022; 53:2320-2330. [PMID: 35209739 DOI: 10.1161/strokeaha.121.037419] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Stroke onset in women occurs later in life compared with men. The underlying mechanisms of these differences have not been established. Epigenetic clocks, based on DNA methylation (DNAm) profiles, are the most accurate biological age estimate. Epigenetic age acceleration (EAA) measures indicate whether an individual is biologically younger or older than expected. Our aim was to analyze whether sexual dichotomy at age of stroke onset is conditioned by EAA. METHODS We used 2 DNAm datasets from whole blood samples of case-control genetic studies of ischemic stroke (IS), a discovery cohort of 374 IS patients (N women=163, N men=211), from GRECOS (Genotyping Recurrence Risk of Stroke) and SEDMAN (Dabigatran Study in the Early Phase of Stroke, New Neuroimaging Markers and Biomarkers) studies and a replication cohort of 981 IS patients (N women=411, N men=570) from BASICMAR register. We compared chronological age, 2 DNAm-based biomarkers of aging and intrinsic and extrinsic epigenetic age acceleration EAA (IEAA and extrinsic EAA, respectively), in IS as well as in individual IS etiologic subtypes. Horvath and Hannum epigenetic clocks were used to assess the aging rate. A proteomic study using the SOMAScan multiplex assay was performed on 26 samples analyzing 1305 proteins. RESULTS Women present lower Hannum-extrinsic EAA values, whereas men have higher Hannum-extrinsic EAA values (women=-0.64, men=1.24, P=1.34×10-2); the same tendency was observed in the second cohort (women=-0.57, men=0.79, P=0.02). These differences seemed to be specific to cardioembolic and undetermined stroke subtypes. Additionally, 42 blood protein levels were associated with Hannum-extrinsic EAA (P<0.05), belonging to the immune effector process (P=1.54×10-6) and platelet degranulation (P<8.74×10-6) pathways. CONCLUSIONS This study shows that sex-specific underlying biological mechanisms associated with stroke onset could be due to differences in biological age acceleration between men and women.
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Affiliation(s)
- Cristina Gallego-Fabrega
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
| | - Elena Muiño
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
| | - Natalia Cullell
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
- Department of Neurology, Hospital Universitari MútuaTerrassa/Fundació Docència i Recerca MútuaTerrassa, Spain (N.C., J.K.)
| | - Jara Cárcel-Márquez
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
| | - Uxue Lazcano
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
- Department of Neurology, Hospital del Mar; Neurovascular Research Group, IMIM (Institut Hospital del Mar d'Investigacions Mèdiques), Barcelona, Spain (U.L., C.S.-T., J.J., J.R.)
| | - Carolina Soriano-Tárraga
- Department of Neurology, Hospital del Mar; Neurovascular Research Group, IMIM (Institut Hospital del Mar d'Investigacions Mèdiques), Barcelona, Spain (U.L., C.S.-T., J.J., J.R.)
- Department of Psychiatry, Washington University School of Medicine, Saint-Louis, MO (C.S.-T.)
| | - Miquel Lledós
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
| | - Laia Llucià-Carol
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
- Institute for Biomedical Research of Barcelona (IIBB), National Spanish Research Council (CSIC) (L.L.-C.)
| | - Ana Aguilera-Simón
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
| | - Rebeca Marín
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
| | - Luis Prats-Sánchez
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
| | - Pol Camps-Renom
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
| | - Raquel Delgado-Mederos
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
| | - Jesús M Martín-Campos
- Stroke Unit, Department of Neurology Santa Creu i Sant Pau, Barcelona, Spain (C.G.-F., A.A.-S., R.M., L.P.-S., P.C.-R., R.D.-M., J.M.-F.)
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
| | - Pilar Delgado
- Neurovascular Research Laboratory, Vall d'Hebron Institute of Research, Universitat Autònoma de Barcelona, Spain (P.D.)
| | | | - Joan Montaner
- Department of Neurology, Virgen del Rocío and Macarena Hospitals, Institute of Biomedicine of Seville (IBiS), Seville, Spain (J.M.)
| | - Jerzy Krupinski
- Department of Neurology, Hospital Universitari MútuaTerrassa/Fundació Docència i Recerca MútuaTerrassa, Spain (N.C., J.K.)
- Centre for Biomedicine, Manchester Metropolitan University, United Kingdom (J.K.)
| | - J Jiménez-Conde
- Department of Neurology, Hospital del Mar; Neurovascular Research Group, IMIM (Institut Hospital del Mar d'Investigacions Mèdiques), Barcelona, Spain (U.L., C.S.-T., J.J., J.R.)
| | - Jaume Roquer
- Department of Neurology, Hospital del Mar; Neurovascular Research Group, IMIM (Institut Hospital del Mar d'Investigacions Mèdiques), Barcelona, Spain (U.L., C.S.-T., J.J., J.R.)
| | - Israel Fernández-Cadenas
- Stroke Pharmacogenomics and Genetics, Biomedical Research Institute Sant Pau, Sant Pau Hospital, Barcelona, Spain (C.G.-F., E.M., N.C., J.C.-M., M.L., L.L.-C., J.M.M.-C., I.F.-C.)
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Lipovsky CE, Jimenez J, Guo Q, Li G, Yin T, Hicks SC, Bhatnagar S, Takahashi K, Zhang DM, Brumback BD, Goldsztejn U, Nadadur RD, Perez-Cervantez C, Moskowitz IP, Liu S, Zhang B, Rentschler SL. Chamber-specific transcriptional responses in atrial fibrillation. JCI Insight 2020; 5:135319. [PMID: 32841220 PMCID: PMC7526559 DOI: 10.1172/jci.insight.135319] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 08/19/2020] [Indexed: 12/30/2022] Open
Abstract
Atrial fibrillation (AF) is the most common cardiac arrhythmia, yet the molecular signature of the vulnerable atrial substrate is not well understood. Here, we delineated a distinct transcriptional signature in right versus left atrial cardiomyocytes (CMs) at baseline and identified chamber-specific gene expression changes in patients with a history of AF in the setting of end-stage heart failure (AF+HF) that are not present in heart failure alone (HF). We observed that human left atrial (LA) CMs exhibited Notch pathway activation and increased ploidy in AF+HF but not in HF alone. Transient activation of Notch signaling within adult CMs in a murine genetic model is sufficient to increase ploidy in both atrial chambers. Notch activation within LA CMs generated a transcriptomic fingerprint resembling AF, with dysregulation of transcription factor and ion channel genes, including Pitx2, Tbx5, Kcnh2, Kcnq1, and Kcnip2. Notch activation also produced distinct cellular electrophysiologic responses in LA versus right atrial CMs, prolonging the action potential duration (APD) without altering the upstroke velocity in the left atrium and reducing the maximal upstroke velocity without altering the APD in the right atrium. Our results support a shared human/murine model of increased Notch pathway activity predisposing to AF. Distinct transcriptional changes occur in human left versus right atrial cardiomyocytes in atrial fibrillation, including Notch pathway activation, which alters electric properties and ploidy in murine models.
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Affiliation(s)
- Catherine E Lipovsky
- Department of Medicine, Cardiovascular Division.,Department of Developmental Biology, and
| | | | - Qiusha Guo
- Department of Medicine, Cardiovascular Division
| | - Gang Li
- Department of Medicine, Cardiovascular Division.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Tiankai Yin
- Department of Medicine, Cardiovascular Division
| | | | - Somya Bhatnagar
- Department of Medicine, Cardiovascular Division.,Department of Developmental Biology, and
| | | | | | - Brittany D Brumback
- Department of Medicine, Cardiovascular Division.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Uri Goldsztejn
- Department of Medicine, Cardiovascular Division.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Rangarajan D Nadadur
- Departments of Pediatrics, Pathology, and Human Genetics, Biological Sciences Division, University of Chicago, Chicago, Illinois, USA
| | - Carlos Perez-Cervantez
- Departments of Pediatrics, Pathology, and Human Genetics, Biological Sciences Division, University of Chicago, Chicago, Illinois, USA
| | - Ivan P Moskowitz
- Departments of Pediatrics, Pathology, and Human Genetics, Biological Sciences Division, University of Chicago, Chicago, Illinois, USA
| | | | - Bo Zhang
- Department of Developmental Biology, and
| | - Stacey L Rentschler
- Department of Medicine, Cardiovascular Division.,Department of Developmental Biology, and.,Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri, USA
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