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Chen Q, Wang S. Revolutionizing congenital central hypoventilation syndrome screening: the potential of machine learning approaches. Pediatr Res 2024; 95:1688-1689. [PMID: 38341487 DOI: 10.1038/s41390-024-03090-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024]
Affiliation(s)
- Qinchang Chen
- Department of Pediatric Cardiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
| | - Shushui Wang
- Department of Pediatric Cardiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China.
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2
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Slattery SM, Wilkinson J, Mittal A, Zheng C, Easton N, Singh S, Baker JJ, Rand CM, Khaytin I, Stewart TM, Demeter D, Weese-Mayer DE. Computer-aided diagnostic screen for Congenital Central Hypoventilation Syndrome with facial phenotype. Pediatr Res 2024; 95:1843-1850. [PMID: 38238566 DOI: 10.1038/s41390-023-02990-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 10/30/2023] [Accepted: 12/13/2023] [Indexed: 07/14/2024]
Abstract
BACKGROUND Congenital Central Hypoventilation Syndrome (CCHS) has devastating consequences if not diagnosed promptly. Despite identification of the disease-defining gene PHOX2B and a facial phenotype, CCHS remains underdiagnosed. This study aimed to incorporate automated techniques on facial photos to screen for CCHS in a diverse pediatric cohort to improve early case identification and assess a facial phenotype-PHOX2B genotype relationship. METHODS Facial photos of children and young adults with CCHS were control-matched by age, sex, race/ethnicity. After validating landmarks, principal component analysis (PCA) was applied with logistic regression (LR) for feature attribution and machine learning models for subject classification and assessment by PHOX2B pathovariant. RESULTS Gradient-based feature attribution confirmed a subtle facial phenotype and models were successful in classifying CCHS: neural network performed best (median sensitivity 90% (IQR 84%, 95%)) on 179 clinical photos (versus LR and XGBoost, both 85% (IQR 75-76%, 90%)). Outcomes were comparable stratified by PHOX2B genotype and with the addition of publicly available CCHS photos (n = 104) using PCA and LR (sensitivity 83-89% (IQR 67-76%, 92-100%). CONCLUSIONS Utilizing facial features, findings suggest an automated, accessible classifier may be used to screen for CCHS in children with the phenotype and support providers to seek PHOX2B testing to improve the diagnostics. IMPACT Facial landmarking and principal component analysis on a diverse pediatric and young adult cohort with PHOX2B pathovariants delineated a distinct, subtle CCHS facial phenotype. Automated, low-cost machine learning models can detect a CCHS facial phenotype with a high sensitivity in screening to ultimately refer for disease-defining PHOX2B testing, potentially addressing gaps in disease underdiagnosis and allow for critical, timely intervention.
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Affiliation(s)
- Susan M Slattery
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA.
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - James Wilkinson
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Angeli Mittal
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Charlie Zheng
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Nicholas Easton
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Saumya Singh
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Joshua J Baker
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Division of Genetics, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Casey M Rand
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Ilya Khaytin
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Tracey M Stewart
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - David Demeter
- Department of Computer Science, Northwestern University McCormick School of Engineering, Evanston, IL, USA
| | - Debra E Weese-Mayer
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Stanley Manne Children's Research Institute, Chicago, IL, USA
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Akingbola A, Kasi AS, Yamamura Y, Pusalavidyasagar S. Multidisciplinary approach to congenital central hypoventilation syndrome during pregnancy: case report. AJOG GLOBAL REPORTS 2023; 3:100263. [PMID: 37692770 PMCID: PMC10491849 DOI: 10.1016/j.xagr.2023.100263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023] Open
Abstract
Congenital central hypoventilation syndrome is a rare genetic disorder that affects control of breathing caused by variants in the paired-like homeobox 2B (PHOX2B) gene. During pregnancy, women with congenital central hypoventilation syndrome are at risk for hypoventilation and require frequent assessments of oxygenation and ventilation during wakefulness and sleep on their ventilator. This could potentially lead to adjustments in the ventilator settings or a change in the assisted ventilation modality. We report the case of a 31-year-old pregnant woman with congenital central hypoventilation syndrome and an implanted cardiac pacemaker who underwent prenatal genetic testing for congenital central hypoventilation syndrome and who delivered a healthy newborn by cesarean delivery. She received collaborative multidisciplinary care from a team that included specialists in obstetrics, maternal and fetal medicine, medical genetics, sleep and pulmonary medicine, cardiology, and anesthesiology. She used bilevel positive airway pressure therapy throughout pregnancy and after cesarean delivery without requiring adjustments in the bilevel positive airway pressure settings. Our case highlights the importance of multidisciplinary care in women with congenital central hypoventilation syndrome during pregnancy to optimize pregnancy and fetal outcomes.
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Affiliation(s)
- Akinbolaji Akingbola
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN (Dr Akingbola)
| | - Ajay S. Kasi
- Division of Pediatric Pulmonology and Sleep Medicine, Emory University School of Medicine, Atlanta, GA (Dr Kasi)
| | - Yasuko Yamamura
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Medical School, Minneapolis, MN (Dr Yamamura)
| | - Snigdha Pusalavidyasagar
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN (Dr Pusalavidyasagar)
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Kagan O, Zhang C, McElyea C, Keens TG, Davidson Ward SL, Perez IA. Obstructive sleep apnea as a presentation of congenital central hypoventilation syndrome. J Clin Sleep Med 2023; 19:1697-1700. [PMID: 37185129 PMCID: PMC10476029 DOI: 10.5664/jcsm.10634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Revised: 04/19/2023] [Accepted: 04/20/2023] [Indexed: 05/17/2023]
Abstract
Congenital central hypoventilation syndrome is a rare disorder due to a mutation in the PHOX2B gene, characterized by a failure in autonomic control of breathing with diminished or absent response to hypoxia and hypercapnia, which is most pronounced during sleep. Most patients present from birth with central apneas and hypoventilation, or later in the setting of a physiologic stress. Recent literature in mice with a Phox2b27Ala/+ mutation suggests a predisposition to obstructive apneas likely due to hypoglossal dysgenesis. We report on three patients with obstructive sleep apneas with absent or mild hypoventilation. Our cases propose that obstructive apneas can be the primary presentation in patients who subsequently develop the classic phenotype of congenital central hypoventilation syndrome and emphasize their close monitoring and surveillance. CITATION Kagan O, Zhang C, McElyea C, Keens TG, Davidson Ward SL, Perez IA. Obstructive sleep apnea as a presentation of congenital central hypoventilation syndrome. J Clin Sleep Med. 2023;19(9):1697-1700.
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Affiliation(s)
- Odeya Kagan
- Keck School of Medicine of USC, Los Angeles, California
| | - Christina Zhang
- Keck School of Medicine of USC, Los Angeles, California
- Children’s Hospital Los Angeles, Division of Pediatric Pulmonology and Sleep Medicine, Los Angeles, California
| | - Christine McElyea
- Children’s Hospital Los Angeles, Division of Pediatric Pulmonology and Sleep Medicine, Los Angeles, California
- Providence Saint John’s Health Center, Santa Monica, California
| | - Thomas G. Keens
- Keck School of Medicine of USC, Los Angeles, California
- Children’s Hospital Los Angeles, Division of Pediatric Pulmonology and Sleep Medicine, Los Angeles, California
| | - Sally L. Davidson Ward
- Keck School of Medicine of USC, Los Angeles, California
- Children’s Hospital Los Angeles, Division of Pediatric Pulmonology and Sleep Medicine, Los Angeles, California
| | - Iris A. Perez
- Keck School of Medicine of USC, Los Angeles, California
- Children’s Hospital Los Angeles, Division of Pediatric Pulmonology and Sleep Medicine, Los Angeles, California
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Sivan Y, Bezalel Y, Adato A, Levy N, Efrati O. Congenital Central Hypoventilation Syndrome in Israel-Novel Findings from a New National Center. J Clin Med 2023; 12:3971. [PMID: 37373665 DOI: 10.3390/jcm12123971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 06/05/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND Congenital central hypoventilation syndrome (CCHS) is a rare autosomal-dominant disorder of the autonomic nervous system that results from mutations in the PHOX2B gene. A national CCHS center was founded in Israel in 2018. Unique new findings were observed. METHODS All 27 CCHS patients in Israel were contacted and followed. Novel findings were observed. RESULTS The prevalence of new CCHS cases was almost twice higher compared to other countries. The most common mutations in our cohort were polyalanine repeat mutations (PARM) 20/25, 20/26, 20/27 (combined = 85% of cases). Two patients showed unique recessive inheritance while their heterozygotes family members were asymptomatic. A right-sided cardio-neuromodulation was performed on an eight-year-old boy for recurrent asystoles by ablating the parasympathetic ganglionated plexi using radiofrequency (RF) energy. Over 36 months' follow-up with an implantable loop-recorder, no bradycardias/pauses events were observed. A cardiac pacemaker was avoided. CONCLUSIONS A significant benefit and new information arise from a nationwide expert CCHS center for both clinical and basic purposes. The incidence of CCHS in some populations may be increased. Asymptomatic NPARM mutations may be much more common in the general population, leading to an autosomal recessive presentation of CCHS. RF cardio-neuromodulation offers a novel approach to children avoiding the need for permanent pacemaker implantation.
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Affiliation(s)
- Yakov Sivan
- National CCHS Center & Department of Pediatric Pulmonology, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Tel Aviv 5262000, Israel
- Adelson School of Medicine, Ariel University, Ariel 4070000, Israel
- Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Yael Bezalel
- National CCHS Center & Department of Pediatric Pulmonology, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Tel Aviv 5262000, Israel
| | - Avital Adato
- Yad LaNeshima, The Israeli CCHS Patients' Foundation, Tel Aviv 6927728, Israel
- Department of Natural and Life Sciences, The Open University of Israel, Ra'anana 4353701, Israel
| | - Navit Levy
- National CCHS Center & Department of Pediatric Pulmonology, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Tel Aviv 5262000, Israel
| | - Ori Efrati
- National CCHS Center & Department of Pediatric Pulmonology, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Tel Aviv 5262000, Israel
- Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
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Wo LL, Itani R, Keens TG, Marachelian A, Ji J, Perez IA. Congenital central hypoventilation syndrome without hypoventilation: is it congenital central hypoventilation syndrome? J Clin Sleep Med 2023; 19:1161-1164. [PMID: 36798979 PMCID: PMC10235709 DOI: 10.5664/jcsm.10512] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 02/10/2023] [Accepted: 02/10/2023] [Indexed: 02/18/2023]
Abstract
Congenital central hypoventilation syndrome (CCHS) is a rare condition caused by pathogenic variants of the PHOX2B gene. There have been case reports describing variable phenotypes and mutations of the PHOX2B gene, not commonly tested for, that may challenge the classic definition of CCHS. We report on 3 family members with a rare heterozygous deletion encompassing the entire PHOX2B gene with variable phenotypes, including sleep-disordered breathing and autonomic nervous system involvement, but an unexpected lack of alveolar hypoventilation, which is usually a defining feature of CCHS. Our cases highlight the dilemmas in making a diagnosis of CCHS and emphasize the need for expanded genetic testing, including for PHOX2B gene deletion. More patients with variable phenotypes of CCHS may be identified through comprehensive genetic testing and warrant surveillance as they are still at risk for high-risk complications of CCHS. CITATION Wo LL, Itani R, Keens TG, Marachelian A, Ji J, Perez IA. Congenital central hypoventilation syndrome without hypoventilation: is it congenital central hypoventilation syndrome? J Clin Sleep Med. 2023;19(6):1161-1164.
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Affiliation(s)
- Laura Lazzarini Wo
- Division of Pulmonology and Sleep Medicine, Children’s Hospital Los Angeles, Los Angeles, California
| | - Reem Itani
- Division of Pulmonology and Sleep Medicine, Children’s Hospital Los Angeles, Los Angeles, California
| | - Thomas G. Keens
- Division of Pulmonology and Sleep Medicine, Children’s Hospital Los Angeles, Los Angeles, California
- Department of Pediatrics, Keck School of Medicine of University of Southern California, Los Angeles, California
| | - Araz Marachelian
- Department of Pediatrics, Keck School of Medicine of University of Southern California, Los Angeles, California
- Division of Cancer and Blood Disease Institute, Children’s Hospital Los Angeles, Los Angeles, California
| | - Jianling Ji
- Division of Pathology and Laboratory Medicine, Children’s Hospital Los Angeles, California
- Department of Clinical Pathology, Keck School of Medicine of University of Southern California, Los Angeles, California
| | - Iris A. Perez
- Division of Pulmonology and Sleep Medicine, Children’s Hospital Los Angeles, Los Angeles, California
- Department of Pediatrics, Keck School of Medicine of University of Southern California, Los Angeles, California
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Fain ME, Westbrook AL, Kasi AS. Congenital Central Hypoventilation Syndrome: Diagnosis and Long-Term Ventilatory Outcomes. Clin Med Insights Pediatr 2023; 17:11795565231169556. [PMID: 37256017 PMCID: PMC10226304 DOI: 10.1177/11795565231169556] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Accepted: 03/27/2023] [Indexed: 06/01/2023] Open
Abstract
Background Congenital central hypoventilation syndrome (CCHS), a rare disease caused by variants in the paired-like homeobox 2B (PHOX2B) gene, affects regulation of respiration necessitating lifelong assisted ventilation (AV). Most patients require full-time AV during infancy and some patients may sustain adequate spontaneous ventilation during wakefulness and change AV modalities at a later age. The aims of this study were to assess the changes in duration and modalities of AV, long-term respiratory outcomes, and to correlate them with PHOX2B genotypes. Methods We conducted a retrospective study of patients with CCHS treated at our institution between January 1997 and May 2022. Results analyzed included: clinical presentation, PHOX2B genotype, modality and duration of AV at diagnosis and follow-up, survival, and transition to adult care. Results We identified 30 patients with CCHS-8 with PHOX2B nonpolyalanine repeat mutations (NPARMs), 21 with polyalanine repeat mutations (PARMs), and 1 with unknown PHOX2B genotype. The median age at presentation was 0.25 months (IQR 0.1-0.7 months). At diagnosis of CCHS, 24 (80%) patients required continuous AV and 28 (93%) received AV via tracheostomy. Twenty-six patients required sleep-only AV at a median age of 9 months (IQR 6-14 months). Nine patients requiring sleep-only AV underwent tracheostomy decannulation at a median age of 11.2 years (IQR 5.9-15.7 years) and used noninvasive positive pressure ventilation or diaphragm pacing. There was insufficient evidence to conclude that patients with PARMs and NPARMs differed by age at presentation (P = .39), tracheostomy (P = .06), and transition to sleep-only AV (P = .9). Six patients transitioned to adult care, 23 continued receiving pediatric care, and 1 patient died due to complications from Hirschsprung's disease. Conclusion Our study demonstrates prolonged survival and good long-term respiratory outcomes possibly related to the early diagnosis of CCHS, optimizing AV strategies, and multidisciplinary care. The increasing number of patients attaining adulthood highlights the necessity for multidisciplinary care for adults with CCHS.
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Affiliation(s)
- Mary Ellen Fain
- Department of Pediatrics, Division of
Pediatric Pulmonology and Sleep Medicine, Emory University, Children’s Healthcare of
Atlanta, Atlanta, GA, USA
| | - Adrianna L Westbrook
- Pediatric Biostatistics Core,
Department of Pediatrics, Emory University, Children’s Healthcare of Atlanta,
Atlanta, GA, USA
| | - Ajay S Kasi
- Department of Pediatrics, Division of
Pediatric Pulmonology and Sleep Medicine, Emory University, Children’s Healthcare of
Atlanta, Atlanta, GA, USA
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