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Topological data analysis reveals genotype-phenotype relationships in primary ciliary dyskinesia

Amelia Shoemark, Bruna Rubbo, Marie Legendre, Mahmood R. Fassad, Eric G. Haarman, Sunayna Best, Irma C.M. Bon, Joost Brandsma, Pierre-Regis Burgel, Gunnar Carlsson, Siobhan B. Carr, Mary Carroll, Matt Edwards, Estelle Escudier, Isabelle Honoré, David Hunt, Gregory Jouvion, Michel R. Loebinger, Bernard Maitre, Deborah Morris-Rosendahl, Jean-Francois Papon, Camille M. Parsons, Mitali P. Patel, Simon N Thomas, Guillaume Thouvenin, Woolf T. Walker, Robert Wilson, Claire Hogg, Hannah M. Mitchison, Jane S. Lucas
European Respiratory Journal 2021; DOI: 10.1183/13993003.02359-2020
Amelia Shoemark
1PCD Diagnostic Centre and Department of Paediatric Respiratory Medicine, Royal Brompton and Harefield NHS Trust, London, UK
2Division of Molecular and Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
30Equal first author contribution
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Bruna Rubbo
3Primary Ciliary Dyskinesia Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
30Equal first author contribution
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Marie Legendre
5Département de Génétique Médicale, Hôpital Trousseau, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
6Sorbonne Université, Institut National de la Santé et de la Recherche Médicale INSERM, U933, Hôpital Trousseau, Paris, France
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Mahmood R. Fassad
7Genetics and Genomic Medicine Department, University College London, UCL Great Ormond Street Institute of Child Health, London, UK
8Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Egypt
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Eric G. Haarman
9Department of Pediatric Pulmonology, Emma Children's Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
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Sunayna Best
7Genetics and Genomic Medicine Department, University College London, UCL Great Ormond Street Institute of Child Health, London, UK
10Leeds Institute of Medical Research, Faculty of Medicine and Health, University of Leeds, Leeds, UK
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Irma C.M. Bon
9Department of Pediatric Pulmonology, Emma Children's Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
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Joost Brandsma
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
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Pierre-Regis Burgel
11Service de Pneumologie, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
12Université de Paris, Institut National de la Santé et de la Recherche Médicale INSERM, U1016, Institut Cochin, Paris, France
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Gunnar Carlsson
13Department of Mathematics, Stanford University, Stanford, California, USA
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Siobhan B. Carr
1PCD Diagnostic Centre and Department of Paediatric Respiratory Medicine, Royal Brompton and Harefield NHS Trust, London, UK
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Mary Carroll
3Primary Ciliary Dyskinesia Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
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Matt Edwards
14Clinical Genetics and Genomics, Royal Brompton and Harefield NHS Foundation Trust, London, UK
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Estelle Escudier
5Département de Génétique Médicale, Hôpital Trousseau, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
6Sorbonne Université, Institut National de la Santé et de la Recherche Médicale INSERM, U933, Hôpital Trousseau, Paris, France
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Isabelle Honoré
11Service de Pneumologie, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
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David Hunt
15Wessex Clinical Genetics Service, University Hospitals Southampton, Princess Anne Hospital, Southampton, UK
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Gregory Jouvion
5Département de Génétique Médicale, Hôpital Trousseau, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
6Sorbonne Université, Institut National de la Santé et de la Recherche Médicale INSERM, U933, Hôpital Trousseau, Paris, France
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Michel R. Loebinger
16Host Defence Unit, Department of Respiratory Medicine, Royal Brompton and Harefield NHS Foundation Trust, London, UK
17NHLI, Imperial College, London, UK
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Bernard Maitre
18Service de Pneumologie, DHU A-TVB, Centre Hospitalier Intercommunal de Créteil, Université Paris Est, Créteil, France
19Institut Mondor de Recherche Biomédicale (IMRB), Unité Inserm U955, Créteil, France
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Deborah Morris-Rosendahl
14Clinical Genetics and Genomics, Royal Brompton and Harefield NHS Foundation Trust, London, UK
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Jean-Francois Papon
20Service d'ORL et Chirurgie Cervico-Faciale, Hôpital Kremlin-Bicêtre, Assistance Publique-Hôpitaux de Paris (AP-HP), Le Kremlin-Bicêtre, France
21Faculté de Médecine, Université Paris-Saclay, Le Kremlin-Bicêtre, France
22CNRS, ERL 7240, Créteil, France
23Institut National de la Santé et de la Recherche Médicale INSERM, U955, Créteil, France
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Camille M. Parsons
24MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, UK
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Mitali P. Patel
7Genetics and Genomic Medicine Department, University College London, UCL Great Ormond Street Institute of Child Health, London, UK
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Simon N Thomas
25Wessex Regional Genetics Laboratory, Salisbury NHS Foundation Trust, Salisbury, UK
26Human Genetics and Genomic Medicine, University of Southampton Faculty of Medicine, Southampton, UK
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Guillaume Thouvenin
27Service de Pneumologie Pédiatrique, Hôpital Trousseau, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
28Sorbonne Université, INSERM, Centre de Recherche Saint-Antoine, Paris, France
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
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Woolf T. Walker
3Primary Ciliary Dyskinesia Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
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Robert Wilson
16Host Defence Unit, Department of Respiratory Medicine, Royal Brompton and Harefield NHS Foundation Trust, London, UK
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Claire Hogg
1PCD Diagnostic Centre and Department of Paediatric Respiratory Medicine, Royal Brompton and Harefield NHS Trust, London, UK
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Hannah M. Mitchison
6Sorbonne Université, Institut National de la Santé et de la Recherche Médicale INSERM, U933, Hôpital Trousseau, Paris, France
29NIHR Great Ormond Street Hospital Biomedical Research Centre, London, UK
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Jane S. Lucas
3Primary Ciliary Dyskinesia Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
4School of Clinical and Experimental Sciences, University of Southampton Faculty of Medicine, Southampton, UK
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Abstract

Background Primary ciliary dyskinesia (PCD) is a heterogeneous inherited disorder caused by mutations in approximately 50 cilia-related genes. PCD genotype-phenotype relationships have mostly arisen from small case series because existing statistical approaches to investigate relationships have been unsuitable for rare diseases.

Methods We applied a topological data analysis (TDA) approach to investigate genotype-phenotype relationships in PCD. Data from separate training and validation cohorts included 396 genetically defined individuals carrying pathogenic variants in PCD genes. To develop the TDA models, twelve clinical and diagnostic variables were included. TDA-driven hypotheses were subsequently tested using traditional statistics.

Results Disease severity at diagnosis measured by FEV1 z-score was (i) significantly worse in individuals with CCDC39 mutations compared to other gene mutations and (ii) better in those with DNAH11 mutations; the latter also reported less neonatal respiratory distress. Patients without neonatal respiratory distress had better preserved FEV1 at diagnosis. Individuals with DNAH5 mutations were phenotypically diverse. Cilia ultrastructure and beat pattern defects correlated closely to specific causative gene groups, confirming these tests can be used to support a genetic diagnosis.

Conclusions This large scale multi-national study presents PCD as a syndrome with overlapping symptoms and variation in phenotype, according to genotype. TDA modelling confirmed genotype-phenotype relationships reported by smaller studies (e.g. FEV1 worse with CCDC39 mutations), and identified new relationships, including FEV1 preservation with DNAH11 mutations and diversity of severity with DNAH5 mutations.

Footnotes

This manuscript has recently been accepted for publication in the European Respiratory Journal. It is published here in its accepted form prior to copyediting and typesetting by our production team. After these production processes are complete and the authors have approved the resulting proofs, the article will move to the latest issue of the ERJ online. Please open or download the PDF to view this article.

Conflict of interest: Dr. Shoemark has nothing to disclose.

Conflict of interest: Dr. Rubbo has nothing to disclose.

Conflict of interest: Dr. Legendre has nothing to disclose.

Conflict of interest: Dr. Fassad has nothing to disclose.

Conflict of interest: Dr. Haarman has nothing to disclose.

Conflict of interest: Dr. Best has nothing to disclose.

Conflict of interest: Dr. Bon has nothing to disclose.

Conflict of interest: Dr. Brandsma has nothing to disclose.

Conflict of interest: Dr. Burgel reports personal fees from Astra-Zeneca, personal fees from Boehringer Ingelheim, personal fees from Chiesi, personal fees from GSK, personal fees from Novartis, personal fees from Pfizer, personal fees from Teva, personal fees from Vertex, personal fees from Zambon, outside the submitted work;.

Conflict of interest: Dr. Carr reports non-financial support and other from Vertex Pharmaceuticals, other from Profile Pharmaceuticals, other from Teva Pharmaceuticals, non-financial support and other from Chiesi Pharmaceuticals, outside the submitted work;.

Conflict of interest: Dr. Carroll has nothing to disclose.

Conflict of interest: Dr. Edwards has nothing to disclose.

Conflict of interest: Dr. Escudier has nothing to disclose.

Conflict of interest: Dr. HONORE has nothing to disclose.

Conflict of interest: Dr. Hunt has nothing to disclose.

Conflict of interest: Dr. Jouvion has nothing to disclose.

Conflict of interest: Dr. Loebinger reports personal fees from Astra Zeneca, personal fees from Insmed, personal fees from Polyphor, personal fees from Bayer, personal fees from Griffols, outside the submitted work;.

Conflict of interest: Dr. MAITRE has nothing to disclose.

Conflict of interest: Dr. Morris-Rosendahl has no disclosures to make.

Conflict of interest: Dr. Papon has nothing to disclose.

Conflict of interest: Dr. Parsons has nothing to disclose.

Conflict of interest: Dr. Patel has nothing to disclose.

Conflict of interest: Dr. Thomas has nothing to disclose.

Conflict of interest: Dr. Thouvenin has nothing to disclose.

Conflict of interest: Dr. Walker has nothing to disclose.

Conflict of interest: Dr. Wilson has nothing to disclose.

Conflict of interest: Dr. Hogg has nothing to disclose.

Conflict of interest: Dr. Mitchison has nothing to disclose.

Conflict of interest: Dr. Lucas has nothing to disclose.

  • Received June 16, 2020.
  • Accepted December 24, 2020.
  • ©The authors 2021. For reproduction rights and permissions contact permissions{at}ersnet.org
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Topological data analysis reveals genotype-phenotype relationships in primary ciliary dyskinesia
Amelia Shoemark, Bruna Rubbo, Marie Legendre, Mahmood R. Fassad, Eric G. Haarman, Sunayna Best, Irma C.M. Bon, Joost Brandsma, Pierre-Regis Burgel, Gunnar Carlsson, Siobhan B. Carr, Mary Carroll, Matt Edwards, Estelle Escudier, Isabelle Honoré, David Hunt, Gregory Jouvion, Michel R. Loebinger, Bernard Maitre, Deborah Morris-Rosendahl, Jean-Francois Papon, Camille M. Parsons, Mitali P. Patel, Simon N Thomas, Guillaume Thouvenin, Woolf T. Walker, Robert Wilson, Claire Hogg, Hannah M. Mitchison, Jane S. Lucas
European Respiratory Journal Jan 2021, 2002359; DOI: 10.1183/13993003.02359-2020

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Topological data analysis reveals genotype-phenotype relationships in primary ciliary dyskinesia
Amelia Shoemark, Bruna Rubbo, Marie Legendre, Mahmood R. Fassad, Eric G. Haarman, Sunayna Best, Irma C.M. Bon, Joost Brandsma, Pierre-Regis Burgel, Gunnar Carlsson, Siobhan B. Carr, Mary Carroll, Matt Edwards, Estelle Escudier, Isabelle Honoré, David Hunt, Gregory Jouvion, Michel R. Loebinger, Bernard Maitre, Deborah Morris-Rosendahl, Jean-Francois Papon, Camille M. Parsons, Mitali P. Patel, Simon N Thomas, Guillaume Thouvenin, Woolf T. Walker, Robert Wilson, Claire Hogg, Hannah M. Mitchison, Jane S. Lucas
European Respiratory Journal Jan 2021, 2002359; DOI: 10.1183/13993003.02359-2020
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