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Nicolas-Martinez EC, Robinson O, Pflueger C, Gardner A, Corbett MA, Ritchie T, Kroes T, van Eyk CL, Scheffer IE, Hildebrand MS, Barnier JV, Rousseau V, Genevieve D, Haushalter V, Piton A, Denommé-Pichon AS, Bruel AL, Nambot S, Isidor B, Grigg J, Gonzalez T, Ghedia S, Marchant RG, Bournazos A, Wong WK, Webster RI, Evesson FJ, Jones KJ, Cooper ST, Lister R, Gecz J, Jolly LA. RNA variant assessment using transactivation and transdifferentiation. Am J Hum Genet 2024:S0002-9297(24)00224-6. [PMID: 39084224 DOI: 10.1016/j.ajhg.2024.06.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 06/27/2024] [Accepted: 06/28/2024] [Indexed: 08/02/2024] Open
Abstract
Understanding the impact of splicing and nonsense variants on RNA is crucial for the resolution of variant classification as well as their suitability for precision medicine interventions. This is primarily enabled through RNA studies involving transcriptomics followed by targeted assays using RNA isolated from clinically accessible tissues (CATs) such as blood or skin of affected individuals. Insufficient disease gene expression in CATs does however pose a major barrier to RNA based investigations, which we show is relevant to 1,436 Mendelian disease genes. We term these "silent" Mendelian genes (SMGs), the largest portion (36%) of which are associated with neurological disorders. We developed two approaches to induce SMG expression in human dermal fibroblasts (HDFs) to overcome this limitation, including CRISPR-activation-based gene transactivation and fibroblast-to-neuron transdifferentiation. Initial transactivation screens involving 40 SMGs stimulated our development of a highly multiplexed transactivation system culminating in the 6- to 90,000-fold induction of expression of 20/20 (100%) SMGs tested in HDFs. Transdifferentiation of HDFs directly to neurons led to expression of 193/516 (37.4%) of SMGs implicated in neurological disease. The magnitude and isoform diversity of SMG expression following either transactivation or transdifferentiation was comparable to clinically relevant tissues. We apply transdifferentiation and/or gene transactivation combined with short- and long-read RNA sequencing to investigate the impact that variants in USH2A, SCN1A, DMD, and PAK3 have on RNA using HDFs derived from affected individuals. Transactivation and transdifferentiation represent rapid, scalable functional genomic solutions to investigate variants impacting SMGs in the patient cell and genomic context.
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Affiliation(s)
- Emmylou C Nicolas-Martinez
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; School of Biomedicine, University of Adelaide, Adelaide, SA 5005, Australia
| | - Olivia Robinson
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; School of Biomedicine, University of Adelaide, Adelaide, SA 5005, Australia
| | - Christian Pflueger
- Harry Perkins Institute of Medical Research, Nedlands, WA 6009, Australia; Australian Research Council Centre of Excellence in Plant Energy Biology, School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia
| | - Alison Gardner
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia
| | - Mark A Corbett
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia; The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia
| | - Tarin Ritchie
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia
| | - Thessa Kroes
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia
| | - Clare L van Eyk
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia; The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia
| | - Ingrid E Scheffer
- Epilepsy Research Centre, Department of Medicine, The University of Melbourne, Austin Health, Heidelberg, VIC 3084, Australia; Murdoch Children's Research Institute, Parkville, VIC 3052, Australia; Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC 3052, Australia; Department of Paediatrics, University of Melbourne, Royal Children's Hospital, Parkville, VIC 3052, Australia
| | - Michael S Hildebrand
- Epilepsy Research Centre, Department of Medicine, The University of Melbourne, Austin Health, Heidelberg, VIC 3084, Australia; Department of Paediatrics, University of Melbourne, Royal Children's Hospital, Parkville, VIC 3052, Australia; The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia
| | - Jean-Vianney Barnier
- Institut des Neurosciences Paris-Saclay, UMR 9197, CNRS, Université Paris-Saclay, Saclay, France
| | - Véronique Rousseau
- Institut des Neurosciences Paris-Saclay, UMR 9197, CNRS, Université Paris-Saclay, Saclay, France
| | - David Genevieve
- Montpellier University, Inserm U1183, Reference Center for Rare Diseases Developmental Anomaly and Malformative Syndromes, Genetics Department, Montpellier Hospital, Montpellier, France
| | - Virginie Haushalter
- Genetic Diagnosis Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Amélie Piton
- Genetic Diagnosis Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Anne-Sophie Denommé-Pichon
- CRMRs "Anomalies du Développement et syndromes malformatifs" et "Déficiences Intellectuelles de causes rares", Centre de Génétique, CHU Dijon, Dijon, France; INSERM UMR1231, GAD "Génétique des Anomalies du Développement," FHU-TRANSLAD, University of Burgundy, Dijon, France
| | - Ange-Line Bruel
- CRMRs "Anomalies du Développement et syndromes malformatifs" et "Déficiences Intellectuelles de causes rares", Centre de Génétique, CHU Dijon, Dijon, France; INSERM UMR1231, GAD "Génétique des Anomalies du Développement," FHU-TRANSLAD, University of Burgundy, Dijon, France
| | - Sophie Nambot
- CRMRs "Anomalies du Développement et syndromes malformatifs" et "Déficiences Intellectuelles de causes rares", Centre de Génétique, CHU Dijon, Dijon, France; INSERM UMR1231, GAD "Génétique des Anomalies du Développement," FHU-TRANSLAD, University of Burgundy, Dijon, France
| | - Bertrand Isidor
- CRMRs "Anomalies du Développement et syndromes malformatifs" et "Déficiences Intellectuelles de causes rares", Centre de Génétique, CHU Dijon, Dijon, France; INSERM UMR1231, GAD "Génétique des Anomalies du Développement," FHU-TRANSLAD, University of Burgundy, Dijon, France
| | - John Grigg
- Speciality of Ophthalmology, Save Sight Institute, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2000, Australia
| | - Tina Gonzalez
- Department of Clinical Genetics, Royal North Shore Hospital, St Leonards, NSW 2065, Australia
| | - Sondhya Ghedia
- Department of Clinical Genetics, Royal North Shore Hospital, St Leonards, NSW 2065, Australia
| | - Rhett G Marchant
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2000, Australia
| | - Adam Bournazos
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Children's Medical Research Institute, Westmead, NSW 2145, Australia
| | - Wui-Kwan Wong
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Children's Medical Research Institute, Westmead, NSW 2145, Australia; Department of Paediatric Neurology, Children's Hospital at Westmead, Sydney, NSW 2000, Australia
| | - Richard I Webster
- Department of Paediatric Neurology, Children's Hospital at Westmead, Sydney, NSW 2000, Australia
| | - Frances J Evesson
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2000, Australia; Children's Medical Research Institute, Westmead, NSW 2145, Australia
| | - Kristi J Jones
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Children's Medical Research Institute, Westmead, NSW 2145, Australia; Department of Clinical Genetics, Children's Hospital at Westmead, Sydney, NSW 2000, Australia
| | - Sandra T Cooper
- Kids Neuroscience Centre, Kids Research, Children's Hospital at Westmead, Westmead, NSW 2145, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, NSW 2000, Australia; Children's Medical Research Institute, Westmead, NSW 2145, Australia
| | - Ryan Lister
- Harry Perkins Institute of Medical Research, Nedlands, WA 6009, Australia; Australian Research Council Centre of Excellence in Plant Energy Biology, School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia
| | - Jozef Gecz
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; Adelaide Medical School, University of Adelaide, Adelaide, SA 5005, Australia; South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia.
| | - Lachlan A Jolly
- The Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia; School of Biomedicine, University of Adelaide, Adelaide, SA 5005, Australia.
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Keshri R, Detraux D, Phal A, McCurdy C, Jhajharia S, Chan TC, Mathieu J, Ruohola-Baker H. Next-generation direct reprogramming. Front Cell Dev Biol 2024; 12:1343106. [PMID: 38371924 PMCID: PMC10869521 DOI: 10.3389/fcell.2024.1343106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 01/12/2024] [Indexed: 02/20/2024] Open
Abstract
Tissue repair is significantly compromised in the aging human body resulting in critical disease conditions (such as myocardial infarction or Alzheimer's disease) and imposing a tremendous burden on global health. Reprogramming approaches (partial or direct reprogramming) are considered fruitful in addressing this unmet medical need. However, the efficacy, cellular maturity and specific targeting are still major challenges of direct reprogramming. Here we describe novel approaches in direct reprogramming that address these challenges. Extracellular signaling pathways (Receptor tyrosine kinases, RTK and Receptor Serine/Theronine Kinase, RSTK) and epigenetic marks remain central in rewiring the cellular program to determine the cell fate. We propose that modern protein design technologies (AI-designed minibinders regulating RTKs/RSTK, epigenetic enzymes, or pioneer factors) have potential to solve the aforementioned challenges. An efficient transdifferentiation/direct reprogramming may in the future provide molecular strategies to collectively reduce aging, fibrosis, and degenerative diseases.
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Affiliation(s)
- Riya Keshri
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
| | - Damien Detraux
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
| | - Ashish Phal
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
- Department of Bioengineering, College of Engineering, University of Washington, Seattle, WA, United States
| | - Clara McCurdy
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Protein Design, University of Washington, Seattle, WA, United States
| | - Samriddhi Jhajharia
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
| | - Tung Ching Chan
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
| | - Julie Mathieu
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
- Department of Comparative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
| | - Hannele Ruohola-Baker
- Department of Biochemistry, School of Medicine, University of Washington, Seattle, WA, United States
- Institute for Stem Cell and Regenerative Medicine, School of Medicine, University of Washington, Seattle, WA, United States
- Department of Bioengineering, College of Engineering, University of Washington, Seattle, WA, United States
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Klostermeier S, Li A, Hou HX, Green U, Lennerz JK. Exploring the Skin Brain Link: Biomarkers in the Skin with Implications for Aging Research and Alzheimer's Disease Diagnostics. Int J Mol Sci 2023; 24:13309. [PMID: 37686115 PMCID: PMC10487444 DOI: 10.3390/ijms241713309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 08/08/2023] [Accepted: 08/25/2023] [Indexed: 09/10/2023] Open
Abstract
Neurodegenerative diseases, including Alzheimer's disease (AD), are challenging to diagnose. Currently the field must rely on imperfect diagnostic modalities. A recent study identified differences in several key bio-mechano-physiological parameters of the skin between AD patients and healthy controls. Here, we visually align these differences with the relevant histological, aging, and embryological paradigms to raise awareness for these potential biomarkers. In a study conducted by Wu et al., a series of n = 41 patients (n = 29 with AD and n = 12 healthy controls) were evaluated, demonstrating that AD patients exhibit a less acidic skin pH, increased skin hydration, and reduced skin elasticity compared to healthy controls. We constructed a visual overview and explored the relevant paradigms. We present a visual comparison of these factors, highlighting four paradigms: (1) the findings emphasize a shared ectodermal origin of the brain and the skin; (2) functional systems such as micro-vascularization, innervation, eccrine excretory functions, and the extracellular matrix undergo distinct changes in patients with AD; (3) the human skin mirrors the alterations in brain stiffness observed in aging studies; (4) assessment of physiological features of the skin is cost-effective, accessible, and easily amenable for monitoring and integration with cognitive assessment studies. Understanding the relationship between aging skin and aging brain is an exciting frontier, holding great promise for improved diagnostics. Further prospective and larger-scale investigations are needed to solidify the brain-skin link and determine the extent to which this relationship can be leveraged for diagnostic applications.
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Affiliation(s)
- Stefanie Klostermeier
- Institute for Physiology and Pathophysiology, University of Erlangen-Nuremberg, 91054 Erlangen, Germany;
| | - Annie Li
- Center for Integrated Diagnostics, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; (A.L.); (H.X.H.); (U.G.)
| | - Helen X. Hou
- Center for Integrated Diagnostics, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; (A.L.); (H.X.H.); (U.G.)
| | - Ula Green
- Center for Integrated Diagnostics, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; (A.L.); (H.X.H.); (U.G.)
| | - Jochen K. Lennerz
- Center for Integrated Diagnostics, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; (A.L.); (H.X.H.); (U.G.)
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