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Oh S, Yoo JY, Maeng WY, Yoo S, Yang T, Slattery SM, Pessano S, Chang E, Jeong H, Kim J, Ahn HY, Kim Y, Kim J, Xu S, Weese-Mayer DE, Rogers JA. Simple, miniaturized biosensors for wireless mapping of thermoregulatory responses. Biosens Bioelectron 2023; 237:115545. [PMID: 37517336 DOI: 10.1016/j.bios.2023.115545] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 07/11/2023] [Accepted: 07/21/2023] [Indexed: 08/01/2023]
Abstract
Temperature is the most commonly collected vital sign in all of clinical medicine; it plays a critical role in care decisions related to topics ranging from infection to inflammation, sleep, and fertility. Most assessments of body temperature occur at isolated anatomical locations (e.g. axilla, rectum, temporal artery, or oral cavity). Even this relatively primitive mode for monitoring can be challenging with vulnerable patient populations due to physical encumbrances and artifacts associated with the sizes, weights, shapes and mechanical properties of the sensors and, for continuous monitoring, their hard-wired interfaces to data collection units. Here, we introduce a simple, miniaturized, lightweight sensor as a wireless alternative, designed to address demanding applications such as those related to the care of neonates in high ambient humidity environments with radiant heating found in incubators in intensive care units. Such devices can be deployed onto specific anatomical locations of premature infants for homeostatic assessments. The estimated core body temperature aligns, to within 0.05 °C, with clinical grade, wired sensors, consistent with regulatory medical device requirements. Time-synchronized, multi-device operation across multiple body locations supports continuous, full-body measurements of spatio-temporal variations in temperature and additional modes of determining tissue health status in the context of sepsis detection and various environmental exposures. In addition to thermal sensing, these same devices support measurements of a range of other essential vital signs derived from thermo-mechanical coupling to the skin, for applications ranging from neonatal and infant care to sleep medicine and even pulmonary medicine.
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Affiliation(s)
- Seyong Oh
- Division of Electrical Engineering, Hanyang University ERICA, Ansan, 15588, Republic of Korea; Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA.
| | - Jae-Young Yoo
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Woo-Youl Maeng
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Seonggwang Yoo
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Tianyu Yang
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Susan M Slattery
- Stanley Manne Children's Research Institute, Ann & Robert H Lurie Children's Hospital of Chicago, Chicago, IL, 60611, USA; Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Sara Pessano
- Stanley Manne Children's Research Institute, Ann & Robert H Lurie Children's Hospital of Chicago, Chicago, IL, 60611, USA
| | - Emily Chang
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Hyoyoung Jeong
- Department of Electrical and Computer Engineering, University of California Davis, Davis, CA, 95616, USA
| | - Jihye Kim
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Hak-Young Ahn
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Yeongdo Kim
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA
| | - Joohee Kim
- Center for Bionics, Biomedical Research Division, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea
| | - Shuai Xu
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA; Sibel Health, Niles, IL, 60714, USA
| | - Debra E Weese-Mayer
- Stanley Manne Children's Research Institute, Ann & Robert H Lurie Children's Hospital of Chicago, Chicago, IL, 60611, USA; Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - John A Rogers
- Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL, 60208, USA.
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Zelko FA, Welbel RZ, Rand CM, Stewart T, Fadl-Alla A, Khaytin I, Slattery SM, Weese-Mayer DE. Neurocognition as a biomarker in the rare autonomic disorders of CCHS and ROHHAD. Clin Auton Res 2023; 33:217-230. [PMID: 36289132 DOI: 10.1007/s10286-022-00901-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Accepted: 09/26/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE Congenital central hypoventilation syndrome (CCHS) and rapid-onset obesity with hypothalamic dysfunction, hypoventilation, and autonomic dysregulation (ROHHAD) are rare disorders of autonomic regulation with risk for disrupted neurocognitive development. Our aim is to summarize research on neurocognitive outcomes in these conditions, advance understanding of how to best support these individuals throughout development, and facilitate future research. METHODS We conducted a narrative review of literature on neurocognitive outcomes in CCHS and ROHHAD, supplemented with previously unpublished data from patients with CCHS and ROHHAD at our Center for Autonomic Medicine in Pediatrics (CAMP). RESULTS Individuals with CCHS and ROHHAD experience a wide range of neurocognitive functioning ranging from above average to below average, but are at particular risk for difficulties with working memory, processing speed, perceptual reasoning, and visuographic skills. An assessment framework emphasizing fluid cognition seems especially appropriate for these conditions. Owing to small cohorts and varied methods of data collection, it has been difficult to identify associations between disease factors (including CCHS PHOX2B genotypes) and cognitive outcomes. However, results suggest that early childhood is a period of particular vulnerability, perhaps due to the disruptive impact of recurrent intermittent hypoxic episodes on brain and cognitive development. CONCLUSION Neurocognitive monitoring is recommended as a component of routine clinical care in CCHS and ROHHAD as a marker of disease status and to ensure that educational support and disability accommodations are provided as early as possible. Collaborative efforts will be essential to obtain samples needed to enhance our understanding of neurocognitive outcomes in CCHS and ROHHAD.
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Affiliation(s)
- Frank A Zelko
- Pritzker Department of Psychiatry and Behavioral Health, Ann & Robert H. Lurie Children's Hospital of Chicago, Box 10B, 225 East Chicago, Chicago, IL, 60611, USA.
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Remi Z Welbel
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Casey M Rand
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Tracey Stewart
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Allaa Fadl-Alla
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Ilya Khaytin
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Susan M Slattery
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
| | - Debra E Weese-Mayer
- Department of Pediatrics, Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Institute, Chicago, IL, USA
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Slattery SM, Perez IA, Ceccherini I, Chen ML, Kurek KC, Yap KL, Keens TG, Khaytin I, Ballard HA, Sokol EA, Mittal A, Rand CM, Weese-Mayer DE. Transitional care and clinical management of adolescents, young adults, and suspected new adult patients with congenital central hypoventilation syndrome. Clin Auton Res 2023; 33:231-249. [PMID: 36403185 DOI: 10.1007/s10286-022-00908-8] [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] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 10/31/2022] [Indexed: 11/21/2022]
Abstract
PURPOSE With contemporaneous advances in congenital central hypoventilation syndrome (CCHS), recognition, confirmatory diagnostics with PHOX2B genetic testing, and conservative management to reduce the risk of early morbidity and mortality, the prevalence of identified adolescents and young adults with CCHS and later-onset (LO-) CCHS has increased. Accordingly, there is heightened awareness and need for transitional care of these patients from pediatric medicine into a multidisciplinary adult medical team. Hence, this review summarizes key clinical and management considerations for patients with CCHS and LO-CCHS and emphasizes topics of particular importance for this demographic. METHODS We performed a systematic review of literature on diagnostics, pathophysiology, and clinical management in CCHS and LO-CCHS, and supplemented the review with anecdotal but extensive experiences from large academic pediatric centers with expertise in CCHS. RESULTS We summarized our findings topically for an overview of the medical care in CCHS and LO-CCHS specifically applicable to adolescents and adults. Care topics include genetic and embryologic basis of the disease, clinical presentation, management, variability in autonomic nervous system dysfunction, and clarity regarding transitional care with unique considerations such as living independently, family planning, exposure to anesthesia, and alcohol and drug use. CONCLUSIONS While a lack of experience and evidence exists in the care of adults with CCHS and LO-CCHS, a review of the relevant literature and expert consensus provides guidance for transitional care areas.
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Affiliation(s)
- Susan M Slattery
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Center, 225 E. Chicago Ave, Box #165, Chicago, IL, 60611, USA.
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Iris A Perez
- Division of Pediatric Pulmonology and Sleep Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA
- Department of Pediatrics, University of Southern California Keck School of Medicine, Los Angeles, CA, USA
| | - Isabella Ceccherini
- Laboratory of Genetics and Genomics of Rare Diseases, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Maida L Chen
- Division of Pulmonary and Sleep Medicine, Seattle Children's Hospital, Seattle, WA, USA
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, USA
| | - Kyle C Kurek
- Department of Pathology and Laboratory Medicine, University of Calgary, Calgary, AB, Canada
| | - Kai Lee Yap
- Molecular Diagnostics Laboratory, Department of Pathology & Laboratory Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Thomas G Keens
- Division of Pediatric Pulmonology and Sleep Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA
- Department of Pediatrics, University of Southern California Keck School of Medicine, Los Angeles, CA, USA
| | - Ilya Khaytin
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Center, 225 E. Chicago Ave, Box #165, Chicago, IL, 60611, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Heather A Ballard
- Department of Pediatric Anesthesiology, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Anesthesia, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Elizabeth A Sokol
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Division of Hematology/Oncology, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Angeli Mittal
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Center, 225 E. Chicago Ave, Box #165, Chicago, IL, 60611, USA
| | - Casey M Rand
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Center, 225 E. Chicago Ave, Box #165, Chicago, IL, 60611, USA
| | - Debra E Weese-Mayer
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago and Stanley Manne Children's Research Center, 225 E. Chicago Ave, Box #165, Chicago, IL, 60611, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Slattery SM, Zelko FA, Vu EL, Dunne EC, Rand CM, Bradley A, Zhou A, Carroll MS, Khaytin I, Brady KM, Stewart TM, Weese-Mayer DE. Ventilatory and Orthostatic Challenges Reveal Biomarkers for Neurocognition in Children and Young Adults With Congenital Central Hypoventilation Syndrome. Chest 2023; 163:1555-1564. [PMID: 36610668 DOI: 10.1016/j.chest.2022.12.028] [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] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 11/15/2022] [Accepted: 12/14/2022] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Children and young adults with congenital central hypoventilation syndrome (CCHS) are at risk of cognitive deficits. They experience autonomic dysfunction and chemoreceptor insensitivity measured during ventilatory and orthostatic challenges, but relationships between these features are undefined. RESEARCH QUESTION Can a biomarker be identified from physiologic responses to ventilatory and orthostatic challenges that is related to neurocognitive outcomes in CCHS? STUDY DESIGN AND METHODS This retrospective study included 25 children and young adults with CCHS tested over an inpatient stay. Relationships between physiologic measurements during hypercarbic and hypoxic ventilatory challenges, hypoxic ventilatory challenges, and orthostatic challenges and neurocognitive outcomes (by Wechsler intelligence indexes) were examined. Independent variable inclusion was determined by significant associations in Pearson's analyses. Multivariate linear regressions were used to assess relationships between measured physiologic responses to challenges and neurocognitive scores. RESULTS Significant relationships were identified between areas of fluid intelligence and measures of oxygen saturation (SpO2) and heart rate (HR) during challenges. Specifically, perceptual reasoning was related to HR (adjusted regression [β] coefficient, -0.68; 95% CI, 1.24 to -0.12; P = .02) during orthostasis. Working memory was related to change in HR (β, -1.33; 95% CI, -2.61 to -0.05; P = .042) during the hypoxic ventilatory challenge. Processing speed was related to HR (β, -1.19; 95% CI, -1.93 to -0.46; P = .003) during orthostasis, to baseline SpO2 (hypercarbic and hypoxic β, 8.57 [95% CI, 1.63-15.51]; hypoxic β, 8.37 [95% CI, 3.65-13.11]; P = .002 for both) during the ventilatory challenges, and to intrachallenge SpO2 (β, 5.89; 95% CI, 0.71-11.07; P = .028) during the hypoxic ventilatory challenge. INTERPRETATION In children and young adults with CCHS, SpO2 and HR-or change in HR-at rest and as a response to hypoxia and orthostasis are related to cognitive outcomes in domains of known risk, particularly fluid reasoning. These findings can guide additional research on the usefulness of these as biomarkers in understanding the impact of daily physical stressors on neurodevelopment in this high-risk group.
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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; Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL.
| | - Frank A Zelko
- Pritzker Department of Psychiatry and Behavioral Health, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Eric L Vu
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Anesthesia, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Emma C Dunne
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Casey M Rand
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Stanley Manne Children's Research Institute, Chicago, IL
| | - Allison Bradley
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Amy Zhou
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | | | - Ilya Khaytin
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Kenneth M Brady
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Anesthesia, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Tracey M Stewart
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Debra E Weese-Mayer
- Division of Autonomic Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL; Stanley Manne Children's Research Institute, Chicago, IL
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Khaytin I, Victor AK, Barclay SF, Benson LA, Slattery SM, Rand CM, Kurek KC, Weese-Mayer DE. Rapid-onset obesity with hypothalamic dysfunction, hypoventilation, and autonomic dysregulation (ROHHAD): a collaborative review of the current understanding. Clin Auton Res 2023; 33:251-268. [PMID: 37162653 DOI: 10.1007/s10286-023-00936-y] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 03/01/2023] [Indexed: 05/11/2023]
Abstract
PURPOSE To provide an overview of the discovery, presentation, and management of Rapid-onset Obesity with Hypothalamic dysfunction, Hypoventilation, and Autonomic Dysregulation (ROHHAD). To discuss a search for causative etiology spanning multiple disciplines and continents. METHODS The literature (1965-2022) on the diagnosis, management, pathophysiology, and potential etiology of ROHHAD was methodically reviewed. The experience of several academic centers with expertise in ROHHAD is presented, along with a detailed discussion of scientific discovery in the search for a cause. RESULTS ROHHAD is an ultra-rare syndrome with fewer than 200 known cases. Although variations occur, the acronym ROHHAD is intended to alert physicians to the usual sequence or unfolding of the phenotypic presentation, including the full phenotype. Nearly 60 years after its first description, more is known about the pathophysiology of ROHHAD, but the etiology remains enigmatic. The search for a genetic mutation common to patients with ROHHAD has not, to date, demonstrated a disease-defining gene. Similarly, a search for the autoimmune basis of ROHHAD has not resulted in a definitive answer. This review summarizes current knowledge and potential future directions. CONCLUSION ROHHAD is a poorly understood, complex, and potentially devastating disorder. The search for its cause intertwines with the search for causes of obesity and autonomic dysregulation. The care for the patient with ROHHAD necessitates collaborative international efforts to advance our knowledge and, thereby, treatment, to decrease the disease burden and eventually to stop, and/or reverse the unfolding of the phenotype.
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Affiliation(s)
- Ilya Khaytin
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann and 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 Center, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA.
| | - A Kaitlyn Victor
- College of Graduate Health Sciences, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - Sarah F Barclay
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada
| | - Leslie A Benson
- Department of Neurology, Boston Children's Hospital, Boston, MA, USA
| | - Susan M Slattery
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann and 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 Center, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Casey M Rand
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Stanley Manne Children's Research Center, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Kyle C Kurek
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada
| | - Debra E Weese-Mayer
- Center for Autonomic Medicine in Pediatrics (CAMP), Division of Autonomic Medicine, Ann and 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 Center, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
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Khaytin I, Stewart TM, Zelko FA, Kee MA, Osipoff JN, Slattery SM, Weese-Mayer DE. Evolution of physiologic and autonomic phenotype in rapid-onset obesity with hypothalamic dysfunction, hypoventilation, and autonomic dysregulation over a decade from age at diagnosis. J Clin Sleep Med 2022; 18:937-944. [PMID: 34694990 PMCID: PMC8883099 DOI: 10.5664/jcsm.9740] [Citation(s) in RCA: 2] [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: 05/26/2021] [Revised: 10/12/2021] [Accepted: 10/15/2021] [Indexed: 11/13/2022]
Abstract
Rapid-onset obesity with hypothalamic dysfunction, hypoventilation, and autonomic dysregulation (ROHHAD) is a rare cause of syndromic obesity with risk of cardiorespiratory arrest and neural crest tumor. No ROHHAD-specific genetic test exists at present. Rapid weight gain of 20-30 pounds, typically between ages 2-7 years in an otherwise healthy child, followed by multiple endocrine abnormalities herald the ROHHAD phenotype. Vigilant monitoring for asleep hypoventilation (and later awake) is mandatory as hypoventilation and altered control of breathing can emerge rapidly, necessitating artificial ventilation as life support. Recurrent hypoxemia may lead to cor pulmonale and/or right ventricular hypertrophy. Autonomic dysregulation is variably manifest. Here we describe the disease onset with "unfolding" of the phenotype in a child with ROHHAD, demonstrating the presentation complexity, need for a well-synchronized team approach, and optimized management that led to notable improvement ("refolding") in many aspects of the child's ROHHAD phenotype over 10 years of care. CITATION Khaytin I, Stewart TM, Zelko FA, et al. Evolution of physiologic and autonomic phenotype in rapid-onset obesity with hypothalamic dysfunction, hypoventilation, and autonomic dysregulation over a decade from age at diagnosis. J Clin Sleep Med. 2022;18(3):937-944.
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Affiliation(s)
- Ilya Khaytin
- Division of Autonomic Medicine, Center for Autonomic Medicine in Pediatrics, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
- Stanley Manne Children’s Research Institute, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Tracey M. Stewart
- Division of Autonomic Medicine, Center for Autonomic Medicine in Pediatrics, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
| | - Frank A. Zelko
- Stanley Manne Children’s Research Institute, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Pritzker Department of Psychiatry and Behavioral Health, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
| | | | - Jennifer N. Osipoff
- Division of Pediatric Endocrinology, Stony Brook University, East Setauket, New York
| | - Susan M. Slattery
- Division of Autonomic Medicine, Center for Autonomic Medicine in Pediatrics, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
- Stanley Manne Children’s Research Institute, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Debra E. Weese-Mayer
- Division of Autonomic Medicine, Center for Autonomic Medicine in Pediatrics, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
- Stanley Manne Children’s Research Institute, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
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Slattery SM, Knight DC, Weese‐Mayer DE, Grobman WA, Downey DC, Murthy K. Machine learning mortality classification in clinical documentation with increased accuracy in visual-based analyses. Acta Paediatr 2020; 109:1346-1353. [PMID: 31762098 DOI: 10.1111/apa.15109] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Revised: 11/21/2019] [Accepted: 11/22/2019] [Indexed: 11/27/2022]
Abstract
AIM The role of machine learning on clinical documentation for predictive outcomes remains undefined. We aimed to compare three neural networks on inpatient providers' notes to predict mortality in neonatal hypoxic-ischaemic encephalopathy (HIE). METHODS Using Children's Hospitals Neonatal Database, non-anomalous neonates with HIE treated with therapeutic hypothermia were identified at a single-centre. Data were linked with the initial seven days of documentation. Exposures were derived using the databases and applying convolutional and two recurrent neural networks. The primary outcome was mortality. The predictive accuracy and performance measures for models were determined. RESULTS The cohort included 52 eligible infants. Most infants survived (n = 36, 69%) and 23 had severe HIE (44%). Neural networks performed above baseline and differed in their median accuracy for predicting mortality (P = .0001): recurrent models with long short-term memory 69% (25th , 75th percentile 65, 73%) and gated-recurrent model units 65% (62, 69%) and convolutional 72% (64, 96%). Convolutional networks' median specificity was 81% (72, 97%). CONCLUSION The neural network models demonstrated fundamental validity in predicting mortality using inpatient provider documentation. Convolutional models had high specificity for (excluding) mortality in neonatal HIE. These findings provide a platform for future model training and ultimately tool development to assist clinicians in patient assessments and risk stratifications.
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Affiliation(s)
- Susan M. Slattery
- Stanley Manne Children’s Research Institute Chicago IL USA
- Feinberg School of Medicine Northwestern University Chicago IL USA
- Department of Paediatrics Ann & Robert H. Lurie Children’s Hospital of Chicago Chicago IL USA
| | | | - Debra E. Weese‐Mayer
- Stanley Manne Children’s Research Institute Chicago IL USA
- Feinberg School of Medicine Northwestern University Chicago IL USA
- Department of Paediatrics Ann & Robert H. Lurie Children’s Hospital of Chicago Chicago IL USA
| | - William A. Grobman
- Stanley Manne Children’s Research Institute Chicago IL USA
- Feinberg School of Medicine Northwestern University Chicago IL USA
- Department of Obstetrics and Gynaecology Feinberg School of Medicine Chicago IL USA
| | | | - Karna Murthy
- Stanley Manne Children’s Research Institute Chicago IL USA
- Feinberg School of Medicine Northwestern University Chicago IL USA
- Department of Paediatrics Ann & Robert H. Lurie Children’s Hospital of Chicago Chicago IL USA
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9
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Ahmed M, Jensen KE, Slattery SM, Leech JB, Schidlovsky G. Detection of Marek's disease herpesvirus antigen by fluorescent and coating antibody. Avian Dis 1970; 14:349-63. [PMID: 4987720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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Ahmed M, Jensen KE, Slattery SM, Leech JB, Schidlovsky G. Detection of Marek's Disease Herpesvirus Antigen by Fluorescent and Coating Antibody. Avian Dis 1970. [DOI: 10.2307/1588479] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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