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Woodall MNJ, Cujba AM, Worlock KB, Case KM, Masonou T, Yoshida M, Polanski K, Huang N, Lindeboom RGH, Mamanova L, Bolt L, Richardson L, Cakir B, Ellis S, Palor M, Burgoyne T, Pinto A, Moulding D, McHugh TD, Saleh A, Kilich E, Mehta P, O'Callaghan C, Zhou J, Barclay W, DeCoppi P, Butler CR, Cortina-Borja M, Vinette H, Roy S, Breuer J, Chambers RC, Heywood WE, Mills K, Hynds RE, Teichmann SA, Meyer KB, Nikolić MZ, Smith CM. Age-specific nasal epithelial responses to SARS-CoV-2 infection. Nat Microbiol 2024:10.1038/s41564-024-01658-1. [PMID: 38622380 DOI: 10.1038/s41564-024-01658-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 03/04/2024] [Indexed: 04/17/2024]
Abstract
Children infected with SARS-CoV-2 rarely progress to respiratory failure. However, the risk of mortality in infected people over 85 years of age remains high. Here we investigate differences in the cellular landscape and function of paediatric (<12 years), adult (30-50 years) and older adult (>70 years) ex vivo cultured nasal epithelial cells in response to infection with SARS-CoV-2. We show that cell tropism of SARS-CoV-2, and expression of ACE2 and TMPRSS2 in nasal epithelial cell subtypes, differ between age groups. While ciliated cells are viral replication centres across all age groups, a distinct goblet inflammatory subtype emerges in infected paediatric cultures and shows high expression of interferon-stimulated genes and incomplete viral replication. In contrast, older adult cultures infected with SARS-CoV-2 show a proportional increase in basaloid-like cells, which facilitate viral spread and are associated with altered epithelial repair pathways. We confirm age-specific induction of these cell types by integrating data from in vivo COVID-19 studies and validate that our in vitro model recapitulates early epithelial responses to SARS-CoV-2 infection.
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Affiliation(s)
| | | | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Tereza Masonou
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Samuel Ellis
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Machaela Palor
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Thomas Burgoyne
- UCL Institute of Ophthalmology, University College London, London, UK
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Andreia Pinto
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Dale Moulding
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Timothy D McHugh
- UCL Centre for Clinical Microbiology, Division of Infection and Immunity, University College London, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Eliz Kilich
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | - Jie Zhou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Wendy Barclay
- Department of Infectious Disease, Imperial College London, London, UK
| | - Paolo DeCoppi
- Great Ormond Street UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
| | - Colin R Butler
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
| | | | - Heloise Vinette
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Sunando Roy
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Judith Breuer
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Rachel C Chambers
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Wendy E Heywood
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Kevin Mills
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Robert E Hynds
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
- UCL Cancer Institute, University College London, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory/Dept Physics, University of Cambridge, Cambridge, UK.
| | | | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
| | - Claire M Smith
- Great Ormond Street UCL Institute of Child Health, London, UK.
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Zhu Y, Fujimaki M, Snape L, Lopez A, Fleming A, Rubinsztein DC. Loss of WIPI4 in neurodegeneration causes autophagy-independent ferroptosis. Nat Cell Biol 2024; 26:542-551. [PMID: 38454050 PMCID: PMC11021183 DOI: 10.1038/s41556-024-01373-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 01/29/2024] [Indexed: 03/09/2024]
Abstract
β-Propeller protein-associated neurodegeneration (BPAN) is a rare X-linked dominant disease, one of several conditions that manifest with neurodegeneration and brain iron accumulation. Mutations in the WD repeat domain 45 (WDR45) gene encoding WIPI4 lead to loss of function in BPAN but the cellular mechanisms of how these trigger pathology are unclear. The prevailing view in the literature is that BPAN is simply the consequence of autophagy deficiency given that WIPI4 functions in this degradation pathway. However, our data indicate that WIPI4 depletion causes ferroptosis-a type of cell death induced by lipid peroxidation-via an autophagy-independent mechanism, as demonstrated both in cell culture and in zebrafish. WIPI4 depletion increases ATG2A localization at endoplasmic reticulum-mitochondrial contact sites, which enhances phosphatidylserine import into mitochondria. This results in increased mitochondrial synthesis of phosphatidylethanolamine, a major lipid prone to peroxidation, thus enabling ferroptosis. This mechanism has minimal overlap with classical ferroptosis stimuli but provides insights into the causes of neurodegeneration in BPAN and may provide clues for therapeutic strategies.
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Affiliation(s)
- Ye Zhu
- Department of Medical Genetics, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- UK Dementia Research Institute, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
| | - Motoki Fujimaki
- Department of Medical Genetics, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- UK Dementia Research Institute, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
| | - Louisa Snape
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Ana Lopez
- Department of Medical Genetics, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- UK Dementia Research Institute, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Angeleen Fleming
- Department of Medical Genetics, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- UK Dementia Research Institute, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - David C Rubinsztein
- Department of Medical Genetics, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK.
- UK Dementia Research Institute, University of Cambridge, Cambridge Institute for Medical Research, Cambridge, UK.
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3
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Capstick A, Palermo F, Zakka K, Fletcher-Lloyd N, Walsh C, Cui T, Kouchaki S, Jackson R, Tran M, Crone M, Jensen K, Freemont P, Vaidyanathan R, Kolanko M, True J, Daniels S, Wingfield D, Nilforooshan R, Barnaghi P. Digital remote monitoring for screening and early detection of urinary tract infections. NPJ Digit Med 2024; 7:11. [PMID: 38218738 PMCID: PMC10787784 DOI: 10.1038/s41746-023-00995-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 12/11/2023] [Indexed: 01/15/2024] Open
Abstract
Urinary Tract Infections (UTIs) are one of the most prevalent bacterial infections in older adults and a significant contributor to unplanned hospital admissions in People Living with Dementia (PLWD), with early detection being crucial due to the predicament of reporting symptoms and limited help-seeking behaviour. The most common diagnostic tool is urine sample analysis, which can be time-consuming and is only employed where UTI clinical suspicion exists. In this method development and proof-of-concept study, participants living with dementia were monitored via low-cost devices in the home that passively measure activity, sleep, and nocturnal physiology. Using 27828 person-days of remote monitoring data (from 117 participants), we engineered features representing symptoms used for diagnosing a UTI. We then evaluate explainable machine learning techniques in passively calculating UTI risk and perform stratification on scores to support clinical translation and allow control over the balance between alert rate and sensitivity and specificity. The proposed UTI algorithm achieves a sensitivity of 65.3% (95% Confidence Interval (CI) = 64.3-66.2) and specificity of 70.9% (68.6-73.1) when predicting UTIs on unseen participants and after risk stratification, a sensitivity of 74.7% (67.9-81.5) and specificity of 87.9% (85.0-90.9). In addition, feature importance methods reveal that the largest contributions to the predictions were bathroom visit statistics, night-time respiratory rate, and the number of previous UTI events, aligning with the literature. Our machine learning method alerts clinicians of UTI risk in subjects, enabling earlier detection and enhanced screening when considering treatment.
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Affiliation(s)
- Alexander Capstick
- Imperial College London, London, UK.
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK.
| | - Francesca Palermo
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Kimberley Zakka
- University College London, London, UK
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
| | - Nan Fletcher-Lloyd
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Chloe Walsh
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Tianyu Cui
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Samaneh Kouchaki
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
- University of Surrey, London, UK
| | - Raphaella Jackson
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Martin Tran
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Michael Crone
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Kirsten Jensen
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Paul Freemont
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Ravi Vaidyanathan
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Magdalena Kolanko
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Jessica True
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
- Surrey and Borders Partnership NHS Foundation Trust, Leatherhead, UK
| | - Sarah Daniels
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - David Wingfield
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
| | - Ramin Nilforooshan
- Imperial College London, London, UK
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK
- University of Surrey, London, UK
- Surrey and Borders Partnership NHS Foundation Trust, Leatherhead, UK
| | - Payam Barnaghi
- Imperial College London, London, UK.
- UK Dementia Research Institute, Care Research and Technology Centre, London, UK.
- University College London, London, UK.
- Great Ormond Street Hospital NHS Foundation Trust, London, UK.
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Nafchi NAM, Chilcott EM, Brown S, Fuller HR, Bowerman M, Yáñez-Muñoz RJ. Enhanced expression of the human Survival motor neuron 1 gene from a codon-optimised cDNA transgene in vitro and in vivo. Gene Ther 2023; 30:812-825. [PMID: 37322133 DOI: 10.1038/s41434-023-00406-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Revised: 04/14/2023] [Accepted: 05/04/2023] [Indexed: 06/17/2023]
Abstract
Spinal muscular atrophy (SMA) is a neuromuscular disease particularly characterised by degeneration of ventral motor neurons. Survival motor neuron (SMN) 1 gene mutations cause SMA, and gene addition strategies to replace the faulty SMN1 copy are a therapeutic option. We have developed a novel, codon-optimised hSMN1 transgene and produced integration-proficient and integration-deficient lentiviral vectors with cytomegalovirus (CMV), human synapsin (hSYN) or human phosphoglycerate kinase (hPGK) promoters to determine the optimal expression cassette configuration. Integrating, CMV-driven and codon-optimised hSMN1 lentiviral vectors resulted in the highest production of functional SMN protein in vitro. Integration-deficient lentiviral vectors also led to significant expression of the optimised transgene and are expected to be safer than integrating vectors. Lentiviral delivery in culture led to activation of the DNA damage response, in particular elevating levels of phosphorylated ataxia telangiectasia mutated (pATM) and γH2AX, but the optimised hSMN1 transgene showed some protective effects. Neonatal delivery of adeno-associated viral vector (AAV9) vector encoding the optimised transgene to the Smn2B/- mouse model of SMA resulted in a significant increase of SMN protein levels in liver and spinal cord. This work shows the potential of a novel codon-optimised hSMN1 transgene as a therapeutic strategy for SMA.
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Affiliation(s)
- Neda A M Nafchi
- AGCTlab.org, Centre of Gene and Cell Therapy, Centre for Biomedical Sciences, Department of Biological Sciences, School of Life Sciences and the Environment, Royal Holloway University of London, Egham, TW20 0EX, UK
| | - Ellie M Chilcott
- AGCTlab.org, Centre of Gene and Cell Therapy, Centre for Biomedical Sciences, Department of Biological Sciences, School of Life Sciences and the Environment, Royal Holloway University of London, Egham, TW20 0EX, UK
| | - Sharon Brown
- School of Pharmacy and Bioengineering, Keele University, Staffordshire, ST5 5BG, UK
- Wolfson Centre for Inherited Neuromuscular Disease, TORCH Building, RJAH Orthopaedic Hospital, Oswestry, SY10 7AG, UK
| | - Heidi R Fuller
- School of Pharmacy and Bioengineering, Keele University, Staffordshire, ST5 5BG, UK
- Wolfson Centre for Inherited Neuromuscular Disease, TORCH Building, RJAH Orthopaedic Hospital, Oswestry, SY10 7AG, UK
| | - Melissa Bowerman
- Wolfson Centre for Inherited Neuromuscular Disease, TORCH Building, RJAH Orthopaedic Hospital, Oswestry, SY10 7AG, UK
- School of Medicine, Keele University, Staffordshire, ST5 5BG, UK
| | - Rafael J Yáñez-Muñoz
- AGCTlab.org, Centre of Gene and Cell Therapy, Centre for Biomedical Sciences, Department of Biological Sciences, School of Life Sciences and the Environment, Royal Holloway University of London, Egham, TW20 0EX, UK.
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5
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Pauzuolyte V, Patel A, Wawrzynski JR, Ingham NJ, Leong YC, Karda R, Bitner‐Glindzicz M, Berger W, Waddington SN, Steel KP, Sowden JC. Systemic gene therapy rescues retinal dysfunction and hearing loss in a model of Norrie disease. EMBO Mol Med 2023; 15:e17393. [PMID: 37642150 PMCID: PMC10565640 DOI: 10.15252/emmm.202317393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 07/24/2023] [Accepted: 07/25/2023] [Indexed: 08/31/2023] Open
Abstract
Deafness affects 5% of the world's population, yet there is a lack of treatments to prevent hearing loss due to genetic causes. Norrie disease is a recessive X-linked disorder, caused by NDP gene mutation. It manifests as blindness at birth and progressive sensorineural hearing loss, leading to debilitating dual sensory deprivation. To develop a gene therapy, we used a Norrie disease mouse model (Ndptm1Wbrg ), which recapitulates abnormal retinal vascularisation and progressive hearing loss. We delivered human NDP cDNA by intravenous injection of adeno-associated viral vector (AAV)9 at neonatal, juvenile and young adult pathological stages and investigated its therapeutic effects on the retina and cochlea. Neonatal treatment prevented the death of the sensory cochlear hair cells and rescued cochlear disease biomarkers as demonstrated by RNAseq and physiological measurements of auditory function. Retinal vascularisation and electroretinograms were restored to normal by neonatal treatment. Delivery of NDP gene therapy after the onset of the degenerative inner ear disease also ameliorated the cochlear pathology, supporting the feasibility of a clinical treatment for progressive hearing loss in people with Norrie disease.
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Affiliation(s)
- Valda Pauzuolyte
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
| | - Aara Patel
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
| | - James R Wawrzynski
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
| | - Neil J Ingham
- Wolfson Centre for Age‐Related Diseases, King's College LondonLondonUK
| | - Yeh Chwan Leong
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
| | - Rajvinder Karda
- EGA Institute for Woman's Health, University College LondonLondonUK
| | - Maria Bitner‐Glindzicz
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
| | - Wolfgang Berger
- Institute of Medical Molecular Genetics, University of ZürichZürichSwitzerland
- Zurich Center for Integrative Human Physiology (ZIHP), University of ZürichZürichSwitzerland
- Neuroscience Center Zurich, University and ETH Zurich, University of ZürichZürichSwitzerland
| | - Simon N Waddington
- EGA Institute for Woman's Health, University College LondonLondonUK
- MRC Antiviral Gene Therapy Research Unit, Faculty of Health SciencesUniversity of the WitswatersrandJohannesburgSouth Africa
| | - Karen P Steel
- Wolfson Centre for Age‐Related Diseases, King's College LondonLondonUK
| | - Jane C Sowden
- UCL Great Ormond Street Institute of Child Health, University College LondonLondonUK
- NIHR Great Ormond Street Hospital Biomedical Research CentreLondonUK
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6
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McNicholas M, De Cola A, Bashardanesh Z, Foss A, Lloyd CB, Hébert S, Faury D, Andrade AF, Jabado N, Kleinman CL, Pathania M. A Compendium of Syngeneic, Transplantable Pediatric High-Grade Glioma Models Reveals Subtype-Specific Therapeutic Vulnerabilities. Cancer Discov 2023; 13:1592-1615. [PMID: 37011011 PMCID: PMC10326601 DOI: 10.1158/2159-8290.cd-23-0004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/20/2023] [Accepted: 03/29/2023] [Indexed: 04/04/2023]
Abstract
Pediatric high-grade gliomas (pHGG) are lethal, incurable brain tumors frequently driven by clonal mutations in histone genes. They often harbor a range of additional genetic alterations that correlate with different ages, anatomic locations, and tumor subtypes. We developed models representing 16 pHGG subtypes driven by different combinations of alterations targeted to specific brain regions. Tumors developed with varying latencies and cell lines derived from these models engrafted in syngeneic, immunocompetent mice with high penetrance. Targeted drug screening revealed unexpected selective vulnerabilities-H3.3G34R/PDGFRAC235Y to FGFR inhibition, H3.3K27M/PDGFRAWT to PDGFRA inhibition, and H3.3K27M/PDGFRAWT and H3.3K27M/PPM1DΔC/PIK3CAE545K to combined inhibition of MEK and PIK3CA. Moreover, H3.3K27M tumors with PIK3CA, NF1, and FGFR1 mutations were more invasive and harbored distinct additional phenotypes, such as exophytic spread, cranial nerve invasion, and spinal dissemination. Collectively, these models reveal that different partner alterations produce distinct effects on pHGG cellular composition, latency, invasiveness, and treatment sensitivity. SIGNIFICANCE Histone-mutant pediatric gliomas are a highly heterogeneous tumor entity. Different histone mutations correlate with different ages of onset, survival outcomes, brain regions, and partner alterations. We have developed models of histone-mutant gliomas that reflect this anatomic and genetic heterogeneity and provide evidence of subtype-specific biology and therapeutic targeting. See related commentary by Lubanszky and Hawkins, p. 1516. This article is highlighted in the In This Issue feature, p. 1501.
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Affiliation(s)
- Michael McNicholas
- Department of Oncology and Milner Therapeutics Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge, United Kingdom
| | - Antonella De Cola
- Department of Oncology and Milner Therapeutics Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge, United Kingdom
| | - Zahedeh Bashardanesh
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Amelia Foss
- Department of Oncology and Milner Therapeutics Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge, United Kingdom
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Cameron B. Lloyd
- Department of Oncology and Milner Therapeutics Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge, United Kingdom
| | - Steven Hébert
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Damien Faury
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | | | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
- Division of Experimental Medicine, Department of Medicine, McGill University, Montreal, Quebec, Canada
| | - Claudia L. Kleinman
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Manav Pathania
- Department of Oncology and Milner Therapeutics Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge, United Kingdom
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7
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Grange LJ, Reynolds JJ, Ullah F, Isidor B, Shearer RF, Latypova X, Baxley RM, Oliver AW, Ganesh A, Cooke SL, Jhujh SS, McNee GS, Hollingworth R, Higgs MR, Natsume T, Khan T, Martos-Moreno GÁ, Chupp S, Mathew CG, Parry D, Simpson MA, Nahavandi N, Yüksel Z, Drasdo M, Kron A, Vogt P, Jonasson A, Seth SA, Gonzaga-Jauregui C, Brigatti KW, Stegmann APA, Kanemaki M, Josifova D, Uchiyama Y, Oh Y, Morimoto A, Osaka H, Ammous Z, Argente J, Matsumoto N, Stumpel CTRM, Taylor AMR, Jackson AP, Bielinsky AK, Mailand N, Le Caignec C, Davis EE, Stewart GS. Pathogenic variants in SLF2 and SMC5 cause segmented chromosomes and mosaic variegated hyperploidy. Nat Commun 2022; 13:6664. [PMID: 36333305 PMCID: PMC9636423 DOI: 10.1038/s41467-022-34349-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Accepted: 10/21/2022] [Indexed: 11/06/2022] Open
Abstract
Embryonic development is dictated by tight regulation of DNA replication, cell division and differentiation. Mutations in DNA repair and replication genes disrupt this equilibrium, giving rise to neurodevelopmental disease characterized by microcephaly, short stature and chromosomal breakage. Here, we identify biallelic variants in two components of the RAD18-SLF1/2-SMC5/6 genome stability pathway, SLF2 and SMC5, in 11 patients with microcephaly, short stature, cardiac abnormalities and anemia. Patient-derived cells exhibit a unique chromosomal instability phenotype consisting of segmented and dicentric chromosomes with mosaic variegated hyperploidy. To signify the importance of these segmented chromosomes, we have named this disorder Atelís (meaning - incomplete) Syndrome. Analysis of Atelís Syndrome cells reveals elevated levels of replication stress, partly due to a reduced ability to replicate through G-quadruplex DNA structures, and also loss of sister chromatid cohesion. Together, these data strengthen the functional link between SLF2 and the SMC5/6 complex, highlighting a distinct role for this pathway in maintaining genome stability.
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Affiliation(s)
- Laura J Grange
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - John J Reynolds
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Farid Ullah
- Advanced Center for Genetic and Translational Medicine (ACT-GeM), Stanley Manne Children's Research Institute, Ann & Robert H Lurie Children's Hospital of Chicago, Chicago, IL, USA
- National Institute for Biotechnology and Genetic Engineering (NIBGE-C), Faisalabad, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad, Pakistan
| | - Bertrand Isidor
- Service de Génétique Médicale, CHU Nantes, Nantes Cedex 1, France
| | - Robert F Shearer
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Xenia Latypova
- Service de Génétique Médicale, CHU Nantes, Nantes Cedex 1, France
| | - Ryan M Baxley
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Antony W Oliver
- Genome Damage and Stability Centre, Science Park Road, University of Sussex, Falmer, Brighton, UK
| | - Anil Ganesh
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Sophie L Cooke
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Satpal S Jhujh
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Gavin S McNee
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Robert Hollingworth
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Martin R Higgs
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Toyoaki Natsume
- Department of Chromosome Science, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Shizuoka, Japan
| | - Tahir Khan
- Center for Human Disease Modeling, Duke University Medical Center, Durham, NC, USA
| | - Gabriel Á Martos-Moreno
- Hospital Infantil Universitario Niño Jesús, CIBER de fisiopatología de la obesidad y nutrición (CIBEROBN), Instituto de Salud Carlos III, Universidad Autónoma de Madrid, Madrid, Spain
| | | | - Christopher G Mathew
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - David Parry
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Western General Hospital, The University of Edinburgh, Edinburgh, Scotland
| | - Michael A Simpson
- Department of Medical and Molecular Genetics, Faculty of Life Science and Medicine, Guy's Hospital, King's College London, London, UK
| | - Nahid Nahavandi
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | - Zafer Yüksel
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | - Mojgan Drasdo
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | - Anja Kron
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | - Petra Vogt
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | - Annemarie Jonasson
- Bioscientia Institute for Medical Diagnostics, Human Genetics, Ingelheim, Germany
| | | | - Claudia Gonzaga-Jauregui
- Regeneron Genetics Center, Regeneron Pharmaceuticals Inc., Tarrytown, NY, USA
- International Laboratory for Human Genome Research, Universidad Nacional Autónoma de México, Querétaro, México
| | | | - Alexander P A Stegmann
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Masato Kanemaki
- Department of Genetics, The Graduate University for Advanced Studies (SOKENDAI), Mishima, Shizuoka, Japan
| | | | - Yuri Uchiyama
- Department of Rare Disease Genomics, Yokohama City University Hospital, Yokohama, Japan
- Department of Human Genetics, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Yukiko Oh
- Department of Paediatrics, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Akira Morimoto
- Department of Paediatrics, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Hitoshi Osaka
- Department of Paediatrics, Jichi Medical University School of Medicine, Tochigi, Japan
| | | | - Jesús Argente
- Hospital Infantil Universitario Niño Jesús, CIBER de fisiopatología de la obesidad y nutrición (CIBEROBN), Instituto de Salud Carlos III, Universidad Autónoma de Madrid, Madrid, Spain
- IMDEA Alimentación/IMDEA Food, Madrid, Spain
| | - Naomichi Matsumoto
- Department of Rare Disease Genomics, Yokohama City University Hospital, Yokohama, Japan
| | - Constance T R M Stumpel
- Department of Clinical Genetics and GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Alexander M R Taylor
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Andrew P Jackson
- MRC Human Genetics Unit, MRC Institute of Genetics and Molecular Medicine, Western General Hospital, The University of Edinburgh, Edinburgh, Scotland
| | - Anja-Katrin Bielinsky
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Niels Mailand
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Cedric Le Caignec
- Centre Hospitalier Universitaire Toulouse, Service de Génétique Médicale and ToNIC, Toulouse NeuroImaging Center, Inserm, UPS, Université de Toulouse, Toulouse, France.
| | - Erica E Davis
- Advanced Center for Genetic and Translational Medicine (ACT-GeM), Stanley Manne Children's Research Institute, Ann & Robert H Lurie Children's Hospital of Chicago, Chicago, IL, USA.
- Department of Pediatrics; Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
| | - Grant S Stewart
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK.
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8
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Giobbe GG, Bonfante F, Jones BC, Gagliano O, Luni C, Zambaiti E, Perin S, Laterza C, Busslinger G, Stuart H, Pagliari M, Bortolami A, Mazzetto E, Manfredi A, Colantuono C, Di Filippo L, Pellegata AF, Panzarin V, Thapar N, Li VSW, Eaton S, Cacchiarelli D, Clevers H, Elvassore N, De Coppi P. SARS-CoV-2 infection and replication in human gastric organoids. Nat Commun 2021; 12:6610. [PMID: 34785679 PMCID: PMC8595698 DOI: 10.1038/s41467-021-26762-2] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 10/20/2021] [Indexed: 12/13/2022] Open
Abstract
COVID-19 typically manifests as a respiratory illness, but several clinical reports have described gastrointestinal symptoms. This is particularly true in children in whom gastrointestinal symptoms are frequent and viral shedding outlasts viral clearance from the respiratory system. These observations raise the question of whether the virus can replicate within the stomach. Here we generate gastric organoids from fetal, pediatric, and adult biopsies as in vitro models of SARS-CoV-2 infection. To facilitate infection, we induce reverse polarity in the gastric organoids. We find that the pediatric and late fetal gastric organoids are susceptible to infection with SARS-CoV-2, while viral replication is significantly lower in undifferentiated organoids of early fetal and adult origin. We demonstrate that adult gastric organoids are more susceptible to infection following differentiation. We perform transcriptomic analysis to reveal a moderate innate antiviral response and a lack of differentially expressed genes belonging to the interferon family. Collectively, we show that the virus can efficiently infect the gastric epithelium, suggesting that the stomach might have an active role in fecal-oral SARS-CoV-2 transmission.
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Affiliation(s)
- Giovanni Giuseppe Giobbe
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
| | - Francesco Bonfante
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Brendan C Jones
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Onelia Gagliano
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Camilla Luni
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China
| | - Elisa Zambaiti
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
- Dept. Women's and Children's Health, University of Padova, Padova, Italy
| | - Silvia Perin
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Cecilia Laterza
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Georg Busslinger
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
| | - Hannah Stuart
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Matteo Pagliari
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Alessio Bortolami
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Eva Mazzetto
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Anna Manfredi
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Chiara Colantuono
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Lucio Di Filippo
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Alessandro Filippo Pellegata
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Valentina Panzarin
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Nikhil Thapar
- Gastroenterology, Hepatology and Liver Transplant, Queensland Children's Hospital, Brisbane, Australia
| | - Vivian Sze Wing Li
- Stem Cell and Cancer Biology Lab, the Francis Crick Institute, London, UK
| | - Simon Eaton
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Davide Cacchiarelli
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Department of Translational Medicine, University of Naples Federico II, Naples, Italy
| | - Hans Clevers
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
- Princess Máxima Center (PMC) for Pediatric Oncology, Utrecht, Netherlands
| | - Nicola Elvassore
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy.
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China.
- Dept. of Industrial Engineering, University of Padova, Padova, Italy.
| | - Paolo De Coppi
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
- Dept. of Specialist Neonatal and Paediatric Surgery, Great Ormond Street Hospital, London, UK.
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9
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Giobbe GG, Crowley C, Luni C, Campinoti S, Khedr M, Kretzschmar K, De Santis MM, Zambaiti E, Michielin F, Meran L, Hu Q, van Son G, Urbani L, Manfredi A, Giomo M, Eaton S, Cacchiarelli D, Li VSW, Clevers H, Bonfanti P, Elvassore N, De Coppi P. Extracellular matrix hydrogel derived from decellularized tissues enables endodermal organoid culture. Nat Commun 2019; 10:5658. [PMID: 31827102 PMCID: PMC6906306 DOI: 10.1038/s41467-019-13605-4] [Citation(s) in RCA: 223] [Impact Index Per Article: 44.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Accepted: 11/11/2019] [Indexed: 12/19/2022] Open
Abstract
Organoids have extensive therapeutic potential and are increasingly opening up new avenues within regenerative medicine. However, their clinical application is greatly limited by the lack of effective GMP-compliant systems for organoid expansion in culture. Here, we envisage that the use of extracellular matrix (ECM) hydrogels derived from decellularized tissues (DT) can provide an environment capable of directing cell growth. These gels possess the biochemical signature of tissue-specific ECM and have the potential for clinical translation. Gels from decellularized porcine small intestine (SI) mucosa/submucosa enable formation and growth of endoderm-derived human organoids, such as gastric, hepatic, pancreatic, and SI. ECM gels can be used as a tool for direct human organoid derivation, for cell growth with a stable transcriptomic signature, and for in vivo organoid delivery. The development of these ECM-derived hydrogels opens up the potential for human organoids to be used clinically.
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Affiliation(s)
- Giovanni Giuseppe Giobbe
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Claire Crowley
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Camilla Luni
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China
| | - Sara Campinoti
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
- Epithelial Stem Cell Biology & Regenerative Medicine Laboratory, the Francis Crick Institute, London, UK
| | - Moustafa Khedr
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Kai Kretzschmar
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
| | - Martina Maria De Santis
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Elisa Zambaiti
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Federica Michielin
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Laween Meran
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
- Stem Cell and Cancer Biology Lab, the Francis Crick Institute, London, UK
| | - Qianjiang Hu
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China
| | - Gijs van Son
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
| | - Luca Urbani
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | - Anna Manfredi
- Telethon Institute of Genetics and Medicine (TIGEM), Pozzuoli, Italy
| | - Monica Giomo
- Veneto Institute of Molecular Medicine & Dept. of Industrial Engineering, University of Padova, Padova, Italy
| | - Simon Eaton
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
| | | | - Vivian S W Li
- Stem Cell and Cancer Biology Lab, the Francis Crick Institute, London, UK
| | - Hans Clevers
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
- Princess Máxima Center (PMC) for Pediatric Oncology, Utrecht, Netherlands
| | - Paola Bonfanti
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK
- Epithelial Stem Cell Biology & Regenerative Medicine Laboratory, the Francis Crick Institute, London, UK
| | - Nicola Elvassore
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK.
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China.
- Veneto Institute of Molecular Medicine & Dept. of Industrial Engineering, University of Padova, Padova, Italy.
| | - Paolo De Coppi
- Stem Cell and Regenerative Medicine Section, University College London GOS Institute of Child Health, London, UK.
- Specialist Neonatal and Paediatric Surgery Unit, Great Ormond Street Hospital, London, UK.
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10
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Knoops PGM, Papaioannou A, Borghi A, Breakey RWF, Wilson AT, Jeelani O, Zafeiriou S, Steinbacher D, Padwa BL, Dunaway DJ, Schievano S. A machine learning framework for automated diagnosis and computer-assisted planning in plastic and reconstructive surgery. Sci Rep 2019; 9:13597. [PMID: 31537815 PMCID: PMC6753131 DOI: 10.1038/s41598-019-49506-1] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2019] [Accepted: 08/19/2019] [Indexed: 12/15/2022] Open
Abstract
Current computational tools for planning and simulation in plastic and reconstructive surgery lack sufficient precision and are time-consuming, thus resulting in limited adoption. Although computer-assisted surgical planning systems help to improve clinical outcomes, shorten operation time and reduce cost, they are often too complex and require extensive manual input, which ultimately limits their use in doctor-patient communication and clinical decision making. Here, we present the first large-scale clinical 3D morphable model, a machine-learning-based framework involving supervised learning for diagnostics, risk stratification, and treatment simulation. The model, trained and validated with 4,261 faces of healthy volunteers and orthognathic (jaw) surgery patients, diagnoses patients with 95.5% sensitivity and 95.2% specificity, and simulates surgical outcomes with a mean accuracy of 1.1 ± 0.3 mm. We demonstrate how this model could fully-automatically aid diagnosis and provide patient-specific treatment plans from a 3D scan alone, to help efficient clinical decision making and improve clinical understanding of face shape as a marker for primary and secondary surgery.
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Affiliation(s)
- Paul G M Knoops
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
- Department of Plastic and Oral Surgery, Boston Children's Hospital & Harvard School of Dental Medicine, Boston, MA, USA
| | - Athanasios Papaioannou
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
- Department of Computing, Imperial College London, London, UK
| | - Alessandro Borghi
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
| | - Richard W F Breakey
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
| | - Alexander T Wilson
- Department of Plastic and Reconstructive Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Owase Jeelani
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
| | | | - Derek Steinbacher
- Department of Plastic and Reconstructive Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Bonnie L Padwa
- Department of Plastic and Oral Surgery, Boston Children's Hospital & Harvard School of Dental Medicine, Boston, MA, USA
| | - David J Dunaway
- UCL Great Ormond Street Institute of Child Health, London, UK
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK
| | - Silvia Schievano
- UCL Great Ormond Street Institute of Child Health, London, UK.
- Craniofacial Unit, Great Ormond Street Hospital for Children, London, UK.
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