Artificial intelligence accuracy in detecting pathological breath sounds in children using digital stethoscopes.

BACKGROUND: Manual auscultation to detect abnormal breath sounds has poor inter-observer reliability. Digital stethoscopes with artificial intelligence (AI) could improve reliable detection of these sounds. We aimed to independently test the abilities of AI developed for this purpose. METHODS: One hundred and ninety two auscultation recordings collected from children using two different digital stethoscopes (Clinicloud™ and Littman™) were each tagged as containing wheezes, crackles or neither by a pediatric respiratory physician, based on audio playback and careful spectrogram and waveform analysis, with a subset validated by a blinded second clinician. These recordings were submitted for analysis by a blinded AI algorithm (StethoMe AI) specifically trained to detect pathologic pediatric breath sounds. RESULTS: With optimized AI detection thresholds, crackle detection positive percent agreement (PPA) was 0.95 and negative percent agreement (NPA) was 0.99 for Clinicloud recordings; for Littman-collected sounds PPA was 0.82 and NPA was 0.96. Wheeze detection PPA and NPA were 0.90 and 0.97 respectively (Clinicloud auscultation), with PPA 0.80 and NPA 0.95 for Littman recordings. CONCLUSIONS: AI can detect crackles and wheeze with a reasonably high degree of accuracy from breath sounds obtained from different digital stethoscope devices, although some device-dependent differences do exist.

Assessment of breath sounds at birth using digital stethoscope technology.

Newborn transition is a phase of complex change involving lung fluid clearance and lung aeration. We aimed to use a digital stethoscope (DS) to assess the change in breath sound characteristics over the first 2 h of life and its relationship to mode of delivery. A commercially available DS was used to record breath sounds of term newborns at 1-min and 2-h post-delivery via normal vaginal delivery (NVD) or elective caesarean section (CS). Sound analysis was conducted, and two comparisons were carried out: change in frequency profiles over 2 h, and effect of delivery mode. There was a significant drop in the frequency profile of breath sounds from 1 min to 2 h with mean (SD) frequency decreasing from 333.74 (35.42) to 302.71 (47.19) Hz, p < 0.001, and proportion of power (SD) in the lowest frequency band increasing from 0.27 (0.11) to 0.37 (0.15), p < 0.001. At 1 min, NVD infants had slightly higher frequency than CS but no difference at 2 h.Conclusion: We were able to use DS technology in the transitioning infant to depict significant changes to breath sound characteristics over the first 2 h of life, reflecting the process of lung aeration.What is Known:• Lung fluid clearance and lung aeration are critical processes that facilitate respiration and mode of delivery can impact this• Digital stethoscopes offer enhanced auscultation and have been used in the paediatric population for the assessment of pulmonary and cardiac soundsWhat is New:• This is the first study to use digital stethoscope technology to assess breath sounds at birth• We describe a change in breath sound characteristics over the first 2 h of life and suggest a predictive utility of this analysis to predict the development of respiratory distress in newborns prior to the onset of symptoms.

Digital stethoscopes in paediatric medicine.

AIM: To explore, synthesise and discuss currently available digital stethoscopes (DS) and the evidence for their use in paediatric medicine. METHODS: Systematic review and narrative synthesis of digital stethoscope use in paediatrics following searches of OVID Medline, Embase, Scopus, PubMed and Google Scholar databases. RESULTS: Six digital stethoscope makes were identified to have been used in paediatric focused studies so far. A total of 25 studies of DS use in paediatrics were included. We discuss the use of digital stethoscope technology in current paediatric medicine, comment on the technical properties of the available devices, the effectiveness and limitations of this technology, and potential uses in the fields of paediatrics and neonatology, from telemedicine to computer-aided diagnostics. CONCLUSION: Further validation and testing of available DS devices is required. Comparison studies between different types of DS would be useful in identifying strengths and flaws of each DS as well as identifying clinical situations for which each may be most appropriately suited.

Online referral and immediate appointment selection system empowers families and improves access to public community paediatric clinics.

AIM: We aimed to introduce a low-cost combined online referral and immediate appointment selection system (CORIAS) to empower referrers and parents by allowing them to schedule an appointment at a time and location of their choosing in conjunction with the referrer at the time of referral. This was because an unacceptably high rate of reported lost referrals, combined with a high rate of failure to attend initial appointments (FTAs), was noted at a six-site community paediatric clinic service. We aimed to analyse the impact of CORIAS on important outcomes including timely appointment scheduling, attendance, loss of referrals, user acceptance, overall cost and administrative burden. METHODS: For 3-month periods before and after the implementation of CORIAS, data were collected regarding all new referrals received and initial appointments scheduled, as well as reports of lost referrals. The number of attended initial appointments, FTAs, failures in successfully scheduling appointments, referrer background, CORIAS cost and qualitative feedback received from relevant parties was collated and analysed. RESULTS: The proportion of referrals reported lost was 6% following the implementation of the combined online system in comparison to 17% pre-implementation. The FTA rate for scheduled initial appointments pre-implementation was 16%; post-implementation, the FTA rate was 9%. Qualitative benefits included a decrease in the administrative burden associated with appointment scheduling and increased service access for culturally and linguistically diverse families. CONCLUSION: Appropriately designed and implemented novel online systems may improve timely and equitable access to health care by providing secure, reliable pathways for referrers and by empowering and improving communication with patients and families.

Digital stethoscopes compared to standard auscultation for detecting abnormal paediatric breath sounds.

Our study aimed to objectively describe the audiological characteristics of wheeze and crackles in children by using digital stethoscope (DS) auscultation, as well as assess concordance between standard auscultation and two different DS devices in their ability to detect pathological breath sounds. Twenty children were auscultated by a paediatric consultant doctor and digitally recorded using the Littman™ 3200 Digital Electronic Stethoscope and a Clinicloud™ DS with smart device. Using spectrographic analysis, we found those with clinically described wheeze had prominent periodic waveform segments spanning expiration for a period of 0.03-1.2 s at frequencies of 100-1050 Hz, and occasionally spanning shorter inspiratory segments; paediatric crackles were brief discontinuous sounds with a distinguishing waveform. There was moderate concordance with respect to wheeze detection between digital and standard binaural stethoscopes, and 100% concordance for crackle detection. Importantly, DS devices were more sensitive than clinician auscultation in detecting wheeze in our study. CONCLUSION: Objective definition of audio characteristics of abnormal paediatric breath sounds was achieved using DS technology. We demonstrated superiority of our DS method compared to traditional auscultation for detection of wheeze. What is Known: • The audiological characteristics of abnormal breath sounds have been well-described in adult populations but not in children. • Inter-observer agreement for detection of pathological breath sounds using standard auscultation has been shown to be poor, but the clinical value of now easily available digital stethoscopes has not been sufficiently examined. What is New: • Digital stethoscopes can objectively define the nature of pathological breath sounds such as wheeze and crackles in children. • Paediatric wheeze was better detected by digital stethoscopes than by standard auscultation performed by an expert paediatric clinician.

A systematic review of novel technology for monitoring infant and newborn heart rate.

Heart rate (HR) is a vital sign for assessing the need for resuscitation. We performed a systematic review of studies assessing novel methods of measuring HR in newborns and infants in the neonatal unit. Two investigators completed independent literature searches. Identified papers were independently evaluated, and relevant data were extracted and analysed. CONCLUSION: This systematic review identified seven new technologies, including camera-based photoplethysmography, reflectance pulse oximetry, laser Doppler methods, capacitive sensors, piezoelectric sensors, electromyography and a digital stethoscope. Clinicians should be aware of several of these, which may become available for clinical use in the near future.

Urban washout: how strong is the rural-background effect?

OBJECTIVE: To test predictors of practice location of fully qualified Monash University Bachelor of Medicine, Bachelor of Surgery (MBBS) graduates. DESIGN: Cohort survey, 2011. SETTING: Australia. PARTICIPANTS: Rural (n = 67/129) and urban (n = 86/191) background doctors starting at Monash University 1992-1999. Approximately 60% female, 77% married/partnered, 79% Australian-born, mean age 34 years, 31% general practitioners, 72% fully qualified and 80% training/practising in major cities. MAIN OUTCOME MEASURES: First and current practice location once fully qualified. Intended practice location in 5-10 years. RESULTS: Logistic regression found that rural versus urban background was a significant predictor of rural (outside major city) first practice location (odds ratio (OR) 5.0, 95% confidence interval (CI) 1.3-19.2) and rural current practice location (OR 5.6, 95% CI 1.5-21.2) for fully qualified doctors. General practitioner versus other medical specialists significantly predicted first (OR 7.2, 95% CI 2.1-25.2) or current (OR 3.6, 95% CI 1.1-11.9) rural practice location. Preference for a rural practice location in 5-10 years was predicted by rural background (OR 4.4, 95% CI 1.6-11.8) and positive intention towards rural practice upon completing MBBS (OR 4.6, 95% CI 1.7-12.6). Surveyed in 2011, 28% of those who also responded to the 2006 survey shifted their preferred future practice location from rural to urban communities versus 13% shifting from urban to rural (McNemar-Bowker test, P = 0.02). CONCLUSION: The majority of fully qualified Monash MBBS graduates practicing in rural communities have rural backgrounds. The rural-background effect diminished over time and may need continued support during training and full practice.

An approach to common sleep presentations in infants and toddlers.

BACKGROUND: Healthy sleep is vital for optimal child development, yet over 30% of Australian parents report having children with disrupted sleep affecting all family members. These sleep difficulties might co-exist with sleep breathing disorders, contributing to morbidity and reduced quality of life. OBJECTIVE: This article aims to provide general practitioners (GPs) with an evidence-based, biopsychosocial approach to managing common sleep problems in infants and preschool-aged children. DISCUSSION: Strategies and techniques are outlined to aid GPs in promoting healthy sleep during infancy, educating parents on typical sleep patterns and supporting families in managing problematic sleep patterns in toddlers. Emphasis is placed on a tailored approach to developing a healthy sleep environment to meet the child's needs and parental values. Valuable resources and indications for specialist consultation are included.

Optimising sleep in adolescents: The challenges.

BACKGROUND: Adolescence is a stage of significant transition as children develop into young adults. Optimal sleep is crucial during this period to ensure physical, emotional and mental wellbeing. However, it is well recognised that insufficient quality and quantity of sleep is common among adolescents worldwide. OBJECTIVE: This article aims to provide general practitioners with an overview of the key issues encountered in adolescent patients relating to sleep and summarises approaches to assessment and evidence-based management of sleep problems in this population. DISCUSSION: This review highlights the physiological changes that affect sleep during adolescence and how other factors, including unhealthy sleep behaviours, influence these. It discusses the importance of healthy sleep and the consequences of sleep disturbance in adolescents. Management strategies are outlined, focusing on the key common issues that affect sleep in the teenage years, and guidance on when to consider co-management with specialist care is provided.

Real-world utility of overnight oximetry for the screening of obstructive sleep apnea in children.

BACKGROUND: Obstructive sleep apnea (OSA) is a common problem in children and can result in developmental and cognitive complications if untreated. The gold-standard tool for diagnosis is polysomnography (PSG); however, it is an expensive and time-consuming test to undertake. Overnight oximetry has been suggested as a faster and cheaper initial test in comparison to PSG as it can be performed at home using limited, reusable equipment. AIM: This retrospective case control study aims to evaluate the effectiveness of a home oximetry service (implemented in response to extended waiting times for routine PSG) in reducing the time between patient referral and treatment. METHODS: Patients undergoing diagnostic sleep evaluation for suspected OSA who utilized the Queensland Children's Hospital screening home oximetry service in the first year since its inception in 2021 (n = 163) were compared to a historical group of patients who underwent PSG in 2018 (n = 311). Parameters compared between the two groups included time from sleep physician review to sleep test, ENT review, and definitive treatment in the form of adenotonsillectomy surgery (or CPAP initiation for those who had already undergone surgery). RESULTS: The time from sleep physician review and request of the sleep-related study to ENT surgical treatment was significantly reduced (187 days for the HITH oximetry group vs 359 days for the comparable PSG group; p-value <0.05), and time from sleep study request to the report of results was significantly lower for patients in the oximetry group compared to those in the PSG group (11 days vs 105 days; p-value <0.05). CONCLUSION: These results suggest that for children referred to a tertiary sleep center for possible obstructive sleep disordered breathing, a home oximetry service can be effective in assisting sleep evaluation and reducing the time to OSA treatment.

A growth chart of brain function from infancy to adolescence based on EEG.

BACKGROUND: In children, objective, quantitative tools that determine functional neurodevelopment are scarce and rarely scalable for clinical use. Direct recordings of cortical activity using routinely acquired electroencephalography (EEG) offer reliable measures of brain function. METHODS: We developed and validated a measure of functional brain age (FBA) using a residual neural network-based interpretation of the paediatric EEG. In this cross-sectional study, we included 1056 children with typical development ranging in age from 1 month to 18 years. We analysed a 10- to 15-min segment of 18-channel EEG recorded during light sleep (N1 and N2 states). FINDINGS: The FBA had a weighted mean absolute error (wMAE) of 0.85 years (95% CI: 0.69-1.02; n = 1056). A two-channel version of the FBA had a wMAE of 1.51 years (95% CI: 1.30-1.73; n = 1056) and was validated on an independent set of EEG recordings (wMAE = 2.27 years, 95% CI: 1.90-2.65; n = 723). Group-level maturational delays were also detected in a small cohort of children with Trisomy 21 (Cohen's d = 0.36, p = 0.028). INTERPRETATION: A FBA, based on EEG, is an accurate, practical and scalable automated tool to track brain function maturation throughout childhood with accuracy comparable to widely used physical growth charts. FUNDING: This research was supported by the National Health and Medical Research Council, Australia, Helsinki University Diagnostic Center Research Funds, Finnish Academy, Finnish Paediatric Foundation, and Sigrid Juselius Foundation.

Tolerance of polysomnography in children with neurodevelopmental disorders compared to neurotypical peers.

STUDY OBJECTIVES: Diagnostic polysomnography (PSG) is the gold standard test to evaluate sleep-disordered breathing in children. Little is known about how children with neurodevelopmental disorders (NDD) tolerate electrodes and sensors in PSG compared to neurotypical children. METHODS: In this retrospective cohort study of children > 12 months of age who underwent diagnostic PSG at our center from 01/01/2021-30/06/2021, we used sleep technician and physician reports to determine how PSG was tolerated in children with NDD compared to neurotypical children. Subanalyses included tolerance of individual electrodes and sensors and subgroups of NDD (eg, Trisomy 21). RESULTS: A total of 132 children with a NDD and 139 neurotypical children underwent diagnostic PSG. The median age of all children was 8 years, 39% were female, and 50% had a sleep disorder identified on PSG, with no significant differences between NDD and neurotypical groups. The most poorly tolerated sensors for all children were the nasal prongs (poorly tolerated in 30% of all children), followed by thermistor (14%) and electroencephalography electrodes (6%). Children with NDD were > 3 times more likely (odds ratio 3.1, 95% confidence interval 1.8-5.3) to experience problems tolerating any study leads than neurotypical children. Subgroup analysis revealed children with Trisomy 21 had the greatest difficulty tolerating PSG set-up and leads. CONCLUSIONS: This retrospective study demonstrates that children with neurodevelopmental disorders are less likely to tolerate PSG monitoring than neurotypical children and highlights the need to develop alternative measures for evaluation of sleep disorders in this population. CITATION: Lanzlinger D, Kevat A, Collaro A, Poh SH, Pérez WP, Chawla J. Tolerance of polysomnography in children with neurodevelopmental disorders compared to neurotypical peers. J Clin Sleep Med. 2023;19(9):1625-1631.

Impact of adenotonsillectomy on growth trajectories in preschool children with mild-moderate obstructive sleep apnea.

STUDY OBJECTIVES: Adenotonsillectomy (AT) forms part of first-line management for pediatric obstructive sleep apnea. In nonrandomized studies of preschool-aged children, postoperative weight gain has been seen following AT, raising concerns regarding later obesity. Using longitudinal data from a multicenter randomized controlled trial, we assessed the impact of AT on growth trajectories in preschool-aged children with mild-moderate obstructive sleep apnea. METHODS: A total of 190 children (aged 3-5 years) with obstructive apnea-hypopnea index ≤ 10 events/h were randomly assigned to early (within 2 months) or routine (12-month wait) AT. Anthropometry and polysomnography were performed at baseline, 12-month, and 24-month time points for 126 children. Baseline characteristics were compared using a Mann-Whitney or t test for continuous variables and Fisher's exact test for categorical variables. Longitudinal data underwent linear mixed modeling. RESULTS: For body mass index (BMI) z-score there was a significant increase in the early surgery group between 0 and 12 months (0.4, 95% confidence interval 0.1-0.8) but not from 12-24 months. For the routine surgery group there was an identical significant BMI z-score increase in the first 12 months following surgery, ie, between 12- and 24-month time points (0.45, 95% confidence interval 0.1-0.8) but not from 0-12 months (preoperative time). Final BMI z-score was similar between groups. Findings for weight-for-age z-score were similar to the findings for BMI z-score. Height-for-age z-score was not significantly different between different time points or intervention groups. CONCLUSIONS: This study provides randomized controlled trial evidence of notable, but time-limited, increase in the BMI and weight of preschool children with mild-moderate obstructive sleep apnea in the months immediately following AT. CLINICAL TRIAL REGISTRATION: Registry: Australian New Zealand Clinical Trials Registry; Name: POSTA Child Study (Preschool Obstructive Sleep Apnea Tonsillectomy Adenoidectomy Study); URL: https://anzctr.org.au/Trial/Registration/TrialReview.aspx?id=336273&isReview=true; Identifier: ACTRN12611000021976. CITATION: Kevat A, Bernard A, Harris M-A, et al. Impact of adenotonsillectomy on growth trajectories in preschool children with mild-moderate obstructive sleep apnea. J Clin Sleep Med. 2023;19(1):55-62.

Optimization of time series features to estimate brain age in children from electroencephalography.

Functional brain age measures in children, derived from the electroencephalogram (EEG), offer direct and objective measures in assessing neurodevelopmental status. Here we explored the effectiveness of 32 preselected 'handcrafted' EEG features in predicting brain age in children. These features were benchmarked against a large library of highly comparative multivariate time series features (>7000 features). Results showed that age predictors based on handcrafted EEG features consistently outperformed a generic set of time series features. These findings suggest that optimization of brain age estimation in children benefits from careful preselection of EEG features that are related to age and neurodevelopmental trajectory. This approach shows potential for clinical translation in the future.Clinical Relevance-Handcrafted EEG features provide an accurate functional neurodevelopmental biomarker that tracks brain function maturity in children.

Central sleep apnea in otherwise healthy term infants.

STUDY OBJECTIVES: To describe the outcomes of central sleep apnea requiring home supplemental oxygen therapy in otherwise healthy term infants. METHODS: All children < 1 year of age undergoing polysomnography between 2015 and 2020 at the Queensland Children's Hospital were retrospectively studied. Children with gestational age < 37 weeks, underlying syndrome, cleft palate, those with obstructive apnea-hypopnea index > 50% of total apnea-hypopnea index, or with underlying cardiac or pulmonary parenchymal pathology were excluded. Polysomnography parameters were extracted for periods both on and off supplemental oxygenation. RESULTS: Fifty-two (mean [standard deviation] age at polysomnography 32.6 [34.7] days; 21 females) term infants were included. There was a statistically significant improvement in apnea-hypopnea index on supplemental oxygen (mean [standard deviation] in room air 50.2 [36.3] vs 11.6 [9], P < .001 on supplemental oxygen), in both rapid eye movement and nonrapid eye movement sleep, as well as in mean oxygen saturations (96.6% in room air to 98.9% on oxygen; P < .001). There was no statistically significant change in transcutaneous carbon dioxide levels or sleep duration. Oxygenation was prescribed for a median (interquartile range) age of 197 (127) days. CONCLUSIONS: Central sleep apnea in term infants who are otherwise healthy generally has a good prognosis, with oxygen therapy prescribed for around 6 months. Oxygen therapy was associated with improved saturations and decrease in apnea-hypopnea index when assessed with polysomnography. CITATION: Hayashi A, Suresh S, Kevat A, Robinson J, Kapur N. Central sleep apnea in otherwise healthy term infants. J Clin Sleep Med. 2022; 18(12):2813-2817.